Dataset statistics
| Number of variables | 45 |
|---|---|
| Number of observations | 314 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Total size in memory | 38.7 KiB |
| Average record size in memory | 126.2 B |
Variable types
| Categorical | 24 |
|---|---|
| Numeric | 21 |
calidad_produc is highly overall correlated with calif_voz | High correlation |
calif_voz is highly overall correlated with calidad_produc and 2 other fields | High correlation |
senal_voz is highly overall correlated with calif_voz and 1 other fields | High correlation |
estabil_llamada is highly overall correlated with calif_voz and 1 other fields | High correlation |
recharges_month_a is highly overall correlated with calls_out_month_p and 3 other fields | High correlation |
nr_recharges_month_a is highly overall correlated with recharges_month_a and 2 other fields | High correlation |
paq_990_m1 is highly overall correlated with max_rech and 1 other fields | High correlation |
consumo_granel_m1 is highly overall correlated with max_network_voice and 2 other fields | High correlation |
vlr_cargas_m1 is highly overall correlated with calls_drop_s and 4 other fields | High correlation |
cant_cargas_m1 is highly overall correlated with calls_drop_s and 4 other fields | High correlation |
calls_drop_s is highly overall correlated with calls_failure_s and 2 other fields | High correlation |
calls_failure_s is highly overall correlated with calls_drop_s and 2 other fields | High correlation |
calls_out_month_p is highly overall correlated with recharges_month_a | High correlation |
technology is highly overall correlated with max_network_voice and 1 other fields | High correlation |
max_network_voice is highly overall correlated with technology and 2 other fields | High correlation |
paq_datos_m1 is highly overall correlated with max_rech | High correlation |
max_rech is highly overall correlated with max_network_voice and 3 other fields | High correlation |
band_7 is highly overall correlated with technology | High correlation |
antigued is highly imbalanced (79.8%) | Imbalance |
paq_bund_m1 is highly imbalanced (69.6%) | Imbalance |
consumos_voz_m1 is highly imbalanced (51.5%) | Imbalance |
pyp_m1 is highly imbalanced (69.6%) | Imbalance |
promo_recarga_m1 is highly imbalanced (52.5%) | Imbalance |
dia_sorpresa_m1 is highly imbalanced (88.2%) | Imbalance |
calls_in_tot_p has unique values | Unique |
duration_all_in_a has unique values | Unique |
calls_drop_s has 112 (35.7%) zeros | Zeros |
calls_failure_s has 86 (27.4%) zeros | Zeros |
no_answer_calls_p has 5 (1.6%) zeros | Zeros |
setup_failure_perc_a has 56 (17.8%) zeros | Zeros |
dropped_calls_perc_a has 64 (20.4%) zeros | Zeros |
recharges_month_a has 22 (7.0%) zeros | Zeros |
nr_recharges_month_a has 22 (7.0%) zeros | Zeros |
vlr_cargas_m1 has 36 (11.5%) zeros | Zeros |
cant_cargas_m1 has 36 (11.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-11 01:05:36.392120 |
|---|---|
| Analysis finished | 2023-07-11 01:07:51.084102 |
| Duration | 2 minutes and 14.69 seconds |
| Software version | ydata-profiling vv4.3.1 |
| Download configuration | config.json |
antigued
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| Más de 2 años | |
|---|---|
| Entre 1 y 2 años | 8 |
| Entre 2 meses y 6 meses | 6 |
| Entre 7 meses y 1 año | 4 |
Length
| Max length | 23 |
|---|---|
| Median length | 13 |
| Mean length | 13.369427 |
| Min length | 13 |
Characters and Unicode
| Total characters | 4198 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Más de 2 años |
|---|---|
| 2nd row | Más de 2 años |
| 3rd row | Más de 2 años |
| 4th row | Más de 2 años |
| 5th row | Más de 2 años |
Common Values
| Value | Count | Frequency (%) |
| Más de 2 años | 296 | |
| Entre 1 y 2 años | 8 | 2.5% |
| Entre 2 meses y 6 meses | 6 | 1.9% |
| Entre 7 meses y 1 año | 4 | 1.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 310 | |
| años | 304 | |
| más | 296 | |
| de | 296 | |
| entre | 18 | 1.4% |
| y | 18 | 1.4% |
| meses | 16 | 1.2% |
| 1 | 12 | 0.9% |
| 6 | 6 | 0.5% |
| 7 | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 970 | ||
| s | 632 | |
| e | 346 | 8.2% |
| 2 | 310 | 7.4% |
| o | 308 | 7.3% |
| ñ | 308 | 7.3% |
| a | 308 | 7.3% |
| á | 296 | 7.1% |
| M | 296 | 7.1% |
| d | 296 | 7.1% |
| Other values (9) | 128 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2582 | |
| Space Separator | 970 | 23.1% |
| Decimal Number | 332 | 7.9% |
| Uppercase Letter | 314 | 7.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 632 | |
| e | 346 | |
| o | 308 | |
| ñ | 308 | |
| a | 308 | |
| á | 296 | |
| d | 296 | |
| n | 18 | 0.7% |
| t | 18 | 0.7% |
| r | 18 | 0.7% |
| Other values (2) | 34 | 1.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 310 | |
| 1 | 12 | 3.6% |
| 6 | 6 | 1.8% |
| 7 | 4 | 1.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 296 | |
| E | 18 | 5.7% |
Space Separator
| Value | Count | Frequency (%) |
| 970 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2896 | |
| Common | 1302 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 632 | |
| e | 346 | |
| o | 308 | |
| ñ | 308 | |
| a | 308 | |
| á | 296 | |
| M | 296 | |
| d | 296 | |
| E | 18 | 0.6% |
| n | 18 | 0.6% |
| Other values (4) | 70 | 2.4% |
Common
| Value | Count | Frequency (%) |
| 970 | ||
| 2 | 310 | 23.8% |
| 1 | 12 | 0.9% |
| 6 | 6 | 0.5% |
| 7 | 4 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3594 | |
| None | 604 | 14.4% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 970 | ||
| s | 632 | |
| e | 346 | 9.6% |
| 2 | 310 | 8.6% |
| o | 308 | 8.6% |
| a | 308 | 8.6% |
| M | 296 | 8.2% |
| d | 296 | 8.2% |
| E | 18 | 0.5% |
| n | 18 | 0.5% |
| Other values (7) | 92 | 2.6% |
None
| Value | Count | Frequency (%) |
| ñ | 308 | |
| á | 296 |
grupo_edad
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| De 26 a 35 años | |
|---|---|
| De 46 a 55 años | |
| De 36 a 45 años | |
| De 18 a 25 años | |
| De 56 a 65 años |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 14.904459 |
| Min length | 9 |
Characters and Unicode
| Total characters | 4680 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | De 36 a 45 años |
|---|---|
| 2nd row | De 56 a 65 años |
| 3rd row | De 46 a 55 años |
| 4th row | De 26 a 35 años |
| 5th row | De 36 a 45 años |
Common Values
| Value | Count | Frequency (%) |
| De 26 a 35 años | 83 | |
| De 46 a 55 años | 67 | |
| De 36 a 45 años | 66 | |
| De 18 a 25 años | 57 | |
| De 56 a 65 años | 36 | |
| Más de 66 | 5 | 1.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| de | 314 | |
| a | 309 | |
| años | 309 | |
| 26 | 83 | 5.3% |
| 35 | 83 | 5.3% |
| 46 | 67 | 4.3% |
| 55 | 67 | 4.3% |
| 36 | 66 | 4.2% |
| 45 | 66 | 4.2% |
| 18 | 57 | 3.7% |
| Other values (5) | 139 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1246 | ||
| a | 618 | |
| 5 | 412 | 8.8% |
| s | 314 | 6.7% |
| e | 314 | 6.7% |
| D | 309 | 6.6% |
| o | 309 | 6.6% |
| ñ | 309 | 6.6% |
| 6 | 298 | 6.4% |
| 3 | 149 | 3.2% |
| Other values (7) | 402 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1874 | |
| Space Separator | 1246 | |
| Decimal Number | 1246 | |
| Uppercase Letter | 314 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 618 | |
| s | 314 | |
| e | 314 | |
| o | 309 | |
| ñ | 309 | |
| á | 5 | 0.3% |
| d | 5 | 0.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 412 | |
| 6 | 298 | |
| 3 | 149 | 12.0% |
| 2 | 140 | 11.2% |
| 4 | 133 | 10.7% |
| 1 | 57 | 4.6% |
| 8 | 57 | 4.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 309 | |
| M | 5 | 1.6% |
Space Separator
| Value | Count | Frequency (%) |
| 1246 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2492 | |
| Latin | 2188 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 618 | |
| s | 314 | |
| e | 314 | |
| D | 309 | |
| o | 309 | |
| ñ | 309 | |
| M | 5 | 0.2% |
| á | 5 | 0.2% |
| d | 5 | 0.2% |
Common
| Value | Count | Frequency (%) |
| 1246 | ||
| 5 | 412 | 16.5% |
| 6 | 298 | 12.0% |
| 3 | 149 | 6.0% |
| 2 | 140 | 5.6% |
| 4 | 133 | 5.3% |
| 1 | 57 | 2.3% |
| 8 | 57 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4366 | |
| None | 314 | 6.7% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1246 | ||
| a | 618 | |
| 5 | 412 | 9.4% |
| s | 314 | 7.2% |
| e | 314 | 7.2% |
| D | 309 | 7.1% |
| o | 309 | 7.1% |
| 6 | 298 | 6.8% |
| 3 | 149 | 3.4% |
| 2 | 140 | 3.2% |
| Other values (5) | 257 | 5.9% |
None
| Value | Count | Frequency (%) |
| ñ | 309 | |
| á | 5 | 1.6% |
gener
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 KiB |
| FemeniNO | |
|---|---|
| MasculiNO |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.4522293 |
| Min length | 8 |
Characters and Unicode
| Total characters | 2654 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MasculiNO |
|---|---|
| 2nd row | MasculiNO |
| 3rd row | FemeniNO |
| 4th row | FemeniNO |
| 5th row | FemeniNO |
Common Values
| Value | Count | Frequency (%) |
| FemeniNO | 172 | |
| MasculiNO | 142 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| femenino | 172 | |
| masculino | 142 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 344 | |
| i | 314 | |
| N | 314 | |
| O | 314 | |
| F | 172 | |
| m | 172 | |
| n | 172 | |
| M | 142 | 5.4% |
| a | 142 | 5.4% |
| s | 142 | 5.4% |
| Other values (3) | 426 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1712 | |
| Uppercase Letter | 942 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 344 | |
| i | 314 | |
| m | 172 | |
| n | 172 | |
| a | 142 | |
| s | 142 | |
| c | 142 | |
| u | 142 | |
| l | 142 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 314 | |
| O | 314 | |
| F | 172 | |
| M | 142 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2654 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 344 | |
| i | 314 | |
| N | 314 | |
| O | 314 | |
| F | 172 | |
| m | 172 | |
| n | 172 | |
| M | 142 | 5.4% |
| a | 142 | 5.4% |
| s | 142 | 5.4% |
| Other values (3) | 426 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2654 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 344 | |
| i | 314 | |
| N | 314 | |
| O | 314 | |
| F | 172 | |
| m | 172 | |
| n | 172 | |
| M | 142 | 5.4% |
| a | 142 | 5.4% |
| s | 142 | 5.4% |
| Other values (3) | 426 |
estado_civil
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| SOLTERO (A) | |
|---|---|
| UNIÓN LIBRE | |
| CASADO (A) | |
| DIVORCIADO (A) | |
| NO RESPONDE | 4 |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 10.802548 |
| Min length | 9 |
Characters and Unicode
| Total characters | 3392 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | UNIÓN LIBRE |
|---|---|
| 2nd row | SOLTERO (A) |
| 3rd row | UNIÓN LIBRE |
| 4th row | DIVORCIADO (A) |
| 5th row | UNIÓN LIBRE |
Common Values
| Value | Count | Frequency (%) |
| SOLTERO (A) | 103 | |
| UNIÓN LIBRE | 101 | |
| CASADO (A) | 90 | |
| DIVORCIADO (A) | 12 | 3.8% |
| NO RESPONDE | 4 | 1.3% |
| VIUDO (A) | 4 | 1.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 209 | |
| soltero | 103 | |
| unión | 101 | |
| libre | 101 | |
| casado | 90 | |
| divorciado | 12 | 1.9% |
| no | 4 | 0.6% |
| responde | 4 | 0.6% |
| viudo | 4 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 401 | |
| O | 332 | 9.8% |
| 314 | 9.3% | |
| I | 230 | 6.8% |
| R | 220 | 6.5% |
| E | 212 | 6.2% |
| N | 210 | 6.2% |
| ) | 209 | 6.2% |
| ( | 209 | 6.2% |
| L | 204 | 6.0% |
| Other values (9) | 851 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2660 | |
| Space Separator | 314 | 9.3% |
| Close Punctuation | 209 | 6.2% |
| Open Punctuation | 209 | 6.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 401 | |
| O | 332 | |
| I | 230 | |
| R | 220 | |
| E | 212 | |
| N | 210 | |
| L | 204 | |
| S | 197 | |
| D | 122 | 4.6% |
| U | 105 | 3.9% |
| Other values (6) | 427 |
Space Separator
| Value | Count | Frequency (%) |
| 314 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 209 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 209 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2660 | |
| Common | 732 | 21.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 401 | |
| O | 332 | |
| I | 230 | |
| R | 220 | |
| E | 212 | |
| N | 210 | |
| L | 204 | |
| S | 197 | |
| D | 122 | 4.6% |
| U | 105 | 3.9% |
| Other values (6) | 427 |
Common
| Value | Count | Frequency (%) |
| 314 | ||
| ) | 209 | |
| ( | 209 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3291 | |
| None | 101 | 3.0% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 401 | |
| O | 332 | |
| 314 | ||
| I | 230 | 7.0% |
| R | 220 | 6.7% |
| E | 212 | 6.4% |
| N | 210 | 6.4% |
| ) | 209 | 6.4% |
| ( | 209 | 6.4% |
| L | 204 | 6.2% |
| Other values (8) | 750 |
None
| Value | Count | Frequency (%) |
| Ó | 101 |
region
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| Centro | |
|---|---|
| Noroccidente | |
| Costa | |
| Suroccidente | |
| Oriente | 11 |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 7.7834395 |
| Min length | 5 |
Characters and Unicode
| Total characters | 2444 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Costa |
|---|---|
| 2nd row | Suroccidente |
| 3rd row | Centro |
| 4th row | Centro |
| 5th row | Centro |
Common Values
| Value | Count | Frequency (%) |
| Centro | 153 | |
| Noroccidente | 55 | 17.5% |
| Costa | 49 | 15.6% |
| Suroccidente | 42 | 13.4% |
| Oriente | 11 | 3.5% |
| Suroriente | 4 | 1.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| centro | 153 | |
| noroccidente | 55 | 17.5% |
| costa | 49 | 15.6% |
| suroccidente | 42 | 13.4% |
| oriente | 11 | 3.5% |
| suroriente | 4 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 377 | |
| o | 358 | |
| t | 314 | |
| r | 269 | |
| n | 265 | |
| C | 202 | |
| c | 194 | |
| i | 112 | 4.6% |
| d | 97 | 4.0% |
| N | 55 | 2.3% |
| Other values (5) | 201 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2130 | |
| Uppercase Letter | 314 | 12.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 377 | |
| o | 358 | |
| t | 314 | |
| r | 269 | |
| n | 265 | |
| c | 194 | |
| i | 112 | 5.3% |
| d | 97 | 4.6% |
| s | 49 | 2.3% |
| a | 49 | 2.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 202 | |
| N | 55 | 17.5% |
| S | 46 | 14.6% |
| O | 11 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2444 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 377 | |
| o | 358 | |
| t | 314 | |
| r | 269 | |
| n | 265 | |
| C | 202 | |
| c | 194 | |
| i | 112 | 4.6% |
| d | 97 | 4.0% |
| N | 55 | 2.3% |
| Other values (5) | 201 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2444 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 377 | |
| o | 358 | |
| t | 314 | |
| r | 269 | |
| n | 265 | |
| C | 202 | |
| c | 194 | |
| i | 112 | 4.6% |
| d | 97 | 4.0% |
| N | 55 | 2.3% |
| Other values (5) | 201 |
calidad_produc
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0605096 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.404635 |
|---|---|
| Coefficient of variation (CV) | 0.34057527 |
| Kurtosis | 0.10006836 |
| Mean | 7.0605096 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.85276258 |
| Sum | 2217 |
| Variance | 5.7822694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 70 | |
| 9 | 50 | |
| 10 | 48 | |
| 7 | 38 | |
| 5 | 36 | |
| 6 | 28 | 8.9% |
| 4 | 16 | 5.1% |
| 1 | 15 | 4.8% |
| 3 | 8 | 2.5% |
| 2 | 5 | 1.6% |
| Value | Count | Frequency (%) |
| 1 | 15 | 4.8% |
| 2 | 5 | 1.6% |
| 3 | 8 | 2.5% |
| 4 | 16 | 5.1% |
| 5 | 36 | |
| 6 | 28 | 8.9% |
| 7 | 38 | |
| 8 | 70 | |
| 9 | 50 | |
| 10 | 48 |
| Value | Count | Frequency (%) |
| 10 | 48 | |
| 9 | 50 | |
| 8 | 70 | |
| 7 | 38 | |
| 6 | 28 | 8.9% |
| 5 | 36 | |
| 4 | 16 | 5.1% |
| 3 | 8 | 2.5% |
| 2 | 5 | 1.6% |
| 1 | 15 | 4.8% |
calif_voz
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6496815 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.2928316 |
|---|---|
| Coefficient of variation (CV) | 0.29972902 |
| Kurtosis | 0.46486957 |
| Mean | 7.6496815 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.0353309 |
| Sum | 2402 |
| Variance | 5.2570766 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 84 | |
| 8 | 62 | |
| 9 | 50 | |
| 7 | 40 | |
| 5 | 24 | 7.6% |
| 6 | 21 | 6.7% |
| 4 | 11 | 3.5% |
| 2 | 8 | 2.5% |
| 3 | 8 | 2.5% |
| 1 | 6 | 1.9% |
| Value | Count | Frequency (%) |
| 1 | 6 | 1.9% |
| 2 | 8 | 2.5% |
| 3 | 8 | 2.5% |
| 4 | 11 | 3.5% |
| 5 | 24 | 7.6% |
| 6 | 21 | 6.7% |
| 7 | 40 | |
| 8 | 62 | |
| 9 | 50 | |
| 10 | 84 |
| Value | Count | Frequency (%) |
| 10 | 84 | |
| 9 | 50 | |
| 8 | 62 | |
| 7 | 40 | |
| 6 | 21 | 6.7% |
| 5 | 24 | 7.6% |
| 4 | 11 | 3.5% |
| 3 | 8 | 2.5% |
| 2 | 8 | 2.5% |
| 1 | 6 | 1.9% |
senal_voz
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2452229 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4338651 |
|---|---|
| Coefficient of variation (CV) | 0.33592687 |
| Kurtosis | -0.15872159 |
| Mean | 7.2452229 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.79922019 |
| Sum | 2275 |
| Variance | 5.9236992 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 67 | |
| 8 | 56 | |
| 9 | 49 | |
| 7 | 41 | |
| 5 | 31 | |
| 6 | 25 | 8.0% |
| 4 | 17 | 5.4% |
| 2 | 12 | 3.8% |
| 3 | 8 | 2.5% |
| 1 | 8 | 2.5% |
| Value | Count | Frequency (%) |
| 1 | 8 | 2.5% |
| 2 | 12 | 3.8% |
| 3 | 8 | 2.5% |
| 4 | 17 | 5.4% |
| 5 | 31 | |
| 6 | 25 | 8.0% |
| 7 | 41 | |
| 8 | 56 | |
| 9 | 49 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 10 | 67 | |
| 9 | 49 | |
| 8 | 56 | |
| 7 | 41 | |
| 6 | 25 | 8.0% |
| 5 | 31 | |
| 4 | 17 | 5.4% |
| 3 | 8 | 2.5% |
| 2 | 12 | 3.8% |
| 1 | 8 | 2.5% |
estabil_llamada
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.366242 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4552754 |
|---|---|
| Coefficient of variation (CV) | 0.33331452 |
| Kurtosis | -0.32329647 |
| Mean | 7.366242 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.81193628 |
| Sum | 2313 |
| Variance | 6.0283775 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 72 | |
| 9 | 63 | |
| 8 | 49 | |
| 5 | 33 | |
| 6 | 27 | 8.6% |
| 7 | 27 | 8.6% |
| 2 | 16 | 5.1% |
| 4 | 13 | 4.1% |
| 3 | 10 | 3.2% |
| 1 | 4 | 1.3% |
| Value | Count | Frequency (%) |
| 1 | 4 | 1.3% |
| 2 | 16 | 5.1% |
| 3 | 10 | 3.2% |
| 4 | 13 | 4.1% |
| 5 | 33 | |
| 6 | 27 | 8.6% |
| 7 | 27 | 8.6% |
| 8 | 49 | |
| 9 | 63 | |
| 10 | 72 |
| Value | Count | Frequency (%) |
| 10 | 72 | |
| 9 | 63 | |
| 8 | 49 | |
| 7 | 27 | 8.6% |
| 6 | 27 | 8.6% |
| 5 | 33 | |
| 4 | 13 | 4.1% |
| 3 | 10 | 3.2% |
| 2 | 16 | 5.1% |
| 1 | 4 | 1.3% |
uso_serv_cliente
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 KiB |
| NO | |
|---|---|
| SI |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 628 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SI |
|---|---|
| 2nd row | NO |
| 3rd row | NO |
| 4th row | NO |
| 5th row | NO |
Common Values
| Value | Count | Frequency (%) |
| NO | 189 | |
| SI | 125 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 189 | |
| si | 125 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 189 | |
| O | 189 | |
| S | 125 | |
| I | 125 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 628 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 189 | |
| O | 189 | |
| S | 125 | |
| I | 125 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 628 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 189 | |
| O | 189 | |
| S | 125 | |
| I | 125 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 628 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 189 | |
| O | 189 | |
| S | 125 | |
| I | 125 |
data_usur
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 KiB |
| NO | |
|---|---|
| SI |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 628 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SI |
|---|---|
| 2nd row | NO |
| 3rd row | NO |
| 4th row | SI |
| 5th row | NO |
Common Values
| Value | Count | Frequency (%) |
| NO | 187 | |
| SI | 127 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 187 | |
| si | 127 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 187 | |
| O | 187 | |
| S | 127 | |
| I | 127 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 628 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 187 | |
| O | 187 | |
| S | 127 | |
| I | 127 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 628 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 187 | |
| O | 187 | |
| S | 127 | |
| I | 127 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 628 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 187 | |
| O | 187 | |
| S | 127 | |
| I | 127 |
technology
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 KiB |
| 3G | |
|---|---|
| 2G | |
| LTE |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.2101911 |
| Min length | 2 |
Characters and Unicode
| Total characters | 694 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2G |
|---|---|
| 2nd row | 2G |
| 3rd row | 3G |
| 4th row | 3G |
| 5th row | LTE |
Common Values
| Value | Count | Frequency (%) |
| 3G | 159 | |
| 2G | 89 | |
| LTE | 66 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3g | 159 | |
| 2g | 89 | |
| lte | 66 |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 248 | |
| 3 | 159 | |
| 2 | 89 | 12.8% |
| L | 66 | 9.5% |
| T | 66 | 9.5% |
| E | 66 | 9.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 446 | |
| Decimal Number | 248 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 248 | |
| L | 66 | 14.8% |
| T | 66 | 14.8% |
| E | 66 | 14.8% |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 159 | |
| 2 | 89 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 446 | |
| Common | 248 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 248 | |
| L | 66 | 14.8% |
| T | 66 | 14.8% |
| E | 66 | 14.8% |
Common
| Value | Count | Frequency (%) |
| 3 | 159 | |
| 2 | 89 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 694 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 248 | |
| 3 | 159 | |
| 2 | 89 | 12.8% |
| L | 66 | 9.5% |
| T | 66 | 9.5% |
| E | 66 | 9.5% |
band_7
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 KiB |
| NO | |
|---|---|
| SI |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 628 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NO |
|---|---|
| 2nd row | NO |
| 3rd row | NO |
| 4th row | NO |
| 5th row | SI |
Common Values
| Value | Count | Frequency (%) |
| NO | 250 | |
| SI | 64 | 20.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 250 | |
| si | 64 | 20.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 250 | |
| O | 250 | |
| S | 64 | 10.2% |
| I | 64 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 628 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 250 | |
| O | 250 | |
| S | 64 | 10.2% |
| I | 64 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 628 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 250 | |
| O | 250 | |
| S | 64 | 10.2% |
| I | 64 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 628 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 250 | |
| O | 250 | |
| S | 64 | 10.2% |
| I | 64 | 10.2% |
max_network_voice
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 KiB |
| Network 3G | |
|---|---|
| Network 2G |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 3140 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Network 3G |
|---|---|
| 2nd row | Network 2G |
| 3rd row | Network 3G |
| 4th row | Network 3G |
| 5th row | Network 3G |
Common Values
| Value | Count | Frequency (%) |
| Network 3G | 212 | |
| Network 2G | 102 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| network | 314 | |
| 3g | 212 | |
| 2g | 102 | 16.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 314 | |
| e | 314 | |
| t | 314 | |
| w | 314 | |
| o | 314 | |
| r | 314 | |
| k | 314 | |
| 314 | ||
| G | 314 | |
| 3 | 212 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1884 | |
| Uppercase Letter | 628 | 20.0% |
| Space Separator | 314 | 10.0% |
| Decimal Number | 314 | 10.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 314 | |
| t | 314 | |
| w | 314 | |
| o | 314 | |
| r | 314 | |
| k | 314 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 314 | |
| G | 314 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 212 | |
| 2 | 102 |
Space Separator
| Value | Count | Frequency (%) |
| 314 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2512 | |
| Common | 628 | 20.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 314 | |
| e | 314 | |
| t | 314 | |
| w | 314 | |
| o | 314 | |
| r | 314 | |
| k | 314 | |
| G | 314 |
Common
| Value | Count | Frequency (%) |
| 314 | ||
| 3 | 212 | |
| 2 | 102 | 16.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3140 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 314 | |
| e | 314 | |
| t | 314 | |
| w | 314 | |
| o | 314 | |
| r | 314 | |
| k | 314 | |
| 314 | ||
| G | 314 | |
| 3 | 212 |
calls_drop_s
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 24 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0732484 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 112 |
| Zeros (%) | 35.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11.35 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.2985366 |
|---|---|
| Coefficient of variation (CV) | 1.7240834 |
| Kurtosis | 17.115266 |
| Mean | 3.0732484 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.6412387 |
| Sum | 965 |
| Variance | 28.07449 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 112 | |
| 1 | 64 | |
| 2 | 32 | 10.2% |
| 3 | 20 | 6.4% |
| 4 | 18 | 5.7% |
| 6 | 17 | 5.4% |
| 5 | 11 | 3.5% |
| 8 | 9 | 2.9% |
| 11 | 5 | 1.6% |
| 7 | 5 | 1.6% |
| Other values (14) | 21 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 112 | |
| 1 | 64 | |
| 2 | 32 | 10.2% |
| 3 | 20 | 6.4% |
| 4 | 18 | 5.7% |
| 5 | 11 | 3.5% |
| 6 | 17 | 5.4% |
| 7 | 5 | 1.6% |
| 8 | 9 | 2.9% |
| 9 | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 39 | 1 | |
| 36 | 1 | |
| 34 | 1 | |
| 27 | 2 | |
| 22 | 1 | |
| 21 | 1 | |
| 17 | 2 | |
| 16 | 1 | |
| 15 | 2 | |
| 14 | 1 |
calls_failure_s
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 30 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2101911 |
| Minimum | 0 |
|---|---|
| Maximum | 88 |
| Zeros | 86 |
| Zeros (%) | 27.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 19.7 |
| Maximum | 88 |
| Range | 88 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 8.0696108 |
|---|---|
| Coefficient of variation (CV) | 1.5488128 |
| Kurtosis | 36.28274 |
| Mean | 5.2101911 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.5138512 |
| Sum | 1636 |
| Variance | 65.118618 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 86 | |
| 1 | 44 | |
| 3 | 32 | 10.2% |
| 2 | 23 | 7.3% |
| 4 | 18 | 5.7% |
| 5 | 14 | 4.5% |
| 6 | 14 | 4.5% |
| 7 | 13 | 4.1% |
| 8 | 9 | 2.9% |
| 16 | 8 | 2.5% |
| Other values (20) | 53 |
| Value | Count | Frequency (%) |
| 0 | 86 | |
| 1 | 44 | |
| 2 | 23 | 7.3% |
| 3 | 32 | 10.2% |
| 4 | 18 | 5.7% |
| 5 | 14 | 4.5% |
| 6 | 14 | 4.5% |
| 7 | 13 | 4.1% |
| 8 | 9 | 2.9% |
| 9 | 7 | 2.2% |
| Value | Count | Frequency (%) |
| 88 | 1 | 0.3% |
| 38 | 1 | 0.3% |
| 32 | 1 | 0.3% |
| 30 | 2 | |
| 28 | 1 | 0.3% |
| 27 | 1 | 0.3% |
| 26 | 1 | 0.3% |
| 25 | 1 | 0.3% |
| 23 | 2 | |
| 22 | 3 |
calls_out_month_p
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 248 |
|---|---|
| Distinct (%) | 79.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 999.08917 |
| Minimum | 1 |
|---|---|
| Maximum | 9665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 92 |
| median | 320 |
| Q3 | 1212.5 |
| 95-th percentile | 4459.5 |
| Maximum | 9665 |
| Range | 9664 |
| Interquartile range (IQR) | 1120.5 |
Descriptive statistics
| Standard deviation | 1512.7383 |
|---|---|
| Coefficient of variation (CV) | 1.5141174 |
| Kurtosis | 7.6452451 |
| Mean | 999.08917 |
| Median Absolute Deviation (MAD) | 270 |
| Skewness | 2.5399569 |
| Sum | 313714 |
| Variance | 2288377 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 85 | 4 | 1.3% |
| 15 | 4 | 1.3% |
| 13 | 3 | 1.0% |
| 64 | 3 | 1.0% |
| 75 | 3 | 1.0% |
| 285 | 3 | 1.0% |
| 875 | 3 | 1.0% |
| 70 | 3 | 1.0% |
| 815 | 3 | 1.0% |
| 205 | 3 | 1.0% |
| Other values (238) | 282 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.3% |
| 2 | 2 | |
| 4 | 1 | 0.3% |
| 5 | 1 | 0.3% |
| 8 | 1 | 0.3% |
| 10 | 2 | |
| 13 | 3 | |
| 15 | 4 | |
| 16 | 2 | |
| 19 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 9665 | 1 | |
| 8965 | 1 | |
| 6805 | 1 | |
| 6545 | 1 | |
| 6165 | 1 | |
| 6155 | 1 | |
| 5605 | 1 | |
| 5545 | 1 | |
| 5475 | 1 | |
| 5305 | 1 |
calls_in_month_p
Real number (ℝ)
| Distinct | 246 |
|---|---|
| Distinct (%) | 78.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 869.81529 |
| Minimum | 1 |
|---|---|
| Maximum | 8515 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 102.5 |
| median | 325 |
| Q3 | 1302.5 |
| 95-th percentile | 3216 |
| Maximum | 8515 |
| Range | 8514 |
| Interquartile range (IQR) | 1200 |
Descriptive statistics
| Standard deviation | 1193.5858 |
|---|---|
| Coefficient of variation (CV) | 1.3722291 |
| Kurtosis | 9.3106877 |
| Mean | 869.81529 |
| Median Absolute Deviation (MAD) | 276 |
| Skewness | 2.5968797 |
| Sum | 273122 |
| Variance | 1424647.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 835 | 6 | 1.9% |
| 2045 | 4 | 1.3% |
| 525 | 3 | 1.0% |
| 2055 | 3 | 1.0% |
| 29 | 3 | 1.0% |
| 85 | 3 | 1.0% |
| 105 | 3 | 1.0% |
| 127 | 2 | 0.6% |
| 71 | 2 | 0.6% |
| 1135 | 2 | 0.6% |
| Other values (236) | 283 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 5 | 2 | |
| 12 | 1 | |
| 13 | 1 | |
| 15 | 1 | |
| 16 | 2 | |
| 19 | 1 | |
| 23 | 1 | |
| 25 | 2 |
| Value | Count | Frequency (%) |
| 8515 | 1 | |
| 7185 | 1 | |
| 5915 | 1 | |
| 5325 | 1 | |
| 5065 | 1 | |
| 4615 | 1 | |
| 4605 | 1 | |
| 4375 | 1 | |
| 4285 | 1 | |
| 3955 | 1 |
calls_out_tot_p
Real number (ℝ)
| Distinct | 313 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3708678 × 108 |
| Minimum | 1 |
|---|---|
| Maximum | 9.6774194 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 27817072 |
| Q1 | 2.8183244 × 108 |
| median | 4.6422244 × 108 |
| Q3 | 6.1140715 × 108 |
| 95-th percentile | 7.7574354 × 108 |
| Maximum | 9.6774194 × 108 |
| Range | 9.6774193 × 108 |
| Interquartile range (IQR) | 3.2957471 × 108 |
Descriptive statistics
| Standard deviation | 2.2987944 × 108 |
|---|---|
| Coefficient of variation (CV) | 0.52593547 |
| Kurtosis | -0.81373627 |
| Mean | 4.3708678 × 108 |
| Median Absolute Deviation (MAD) | 1.6464831 × 108 |
| Skewness | -0.27224768 |
| Sum | 1.3724525 × 1011 |
| Variance | 5.2844557 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.6% |
| 701202593 | 1 | 0.3% |
| 264571268 | 1 | 0.3% |
| 628873259 | 1 | 0.3% |
| 149694669 | 1 | 0.3% |
| 607061041 | 1 | 0.3% |
| 736522837 | 1 | 0.3% |
| 470161535 | 1 | 0.3% |
| 584866526 | 1 | 0.3% |
| 751788995 | 1 | 0.3% |
| Other values (303) | 303 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 15 | 1 | |
| 95 | 1 | |
| 625 | 1 | |
| 296875 | 1 | |
| 2247191 | 1 | |
| 3890828 | 1 | |
| 5267445 | 1 | |
| 17190153 | 1 | |
| 18046252 | 1 |
| Value | Count | Frequency (%) |
| 967741935 | 1 | |
| 881033485 | 1 | |
| 867244262 | 1 | |
| 831361576 | 1 | |
| 816267547 | 1 | |
| 810202636 | 1 | |
| 808630714 | 1 | |
| 805810171 | 1 | |
| 805092997 | 1 | |
| 804761905 | 1 |
calls_in_tot_p
Real number (ℝ)
UNIQUE 
| Distinct | 314 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6899921 × 108 |
| Minimum | 5 |
|---|---|
| Maximum | 9.8280985 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 37895642 |
| Q1 | 3.1144284 × 108 |
| median | 4.7686069 × 108 |
| Q3 | 6.3535003 × 108 |
| 95-th percentile | 8.3979174 × 108 |
| Maximum | 9.8280985 × 108 |
| Range | 9.8280984 × 108 |
| Interquartile range (IQR) | 3.2390719 × 108 |
Descriptive statistics
| Standard deviation | 2.3460071 × 108 |
|---|---|
| Coefficient of variation (CV) | 0.50021558 |
| Kurtosis | -0.56601882 |
| Mean | 4.6899921 × 108 |
| Median Absolute Deviation (MAD) | 1.6437544 × 108 |
| Skewness | -0.12344565 |
| Sum | 1.4726575 × 1011 |
| Variance | 5.5037494 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 298797407 | 1 | 0.3% |
| 248211005 | 1 | 0.3% |
| 9 | 1 | 0.3% |
| 371126741 | 1 | 0.3% |
| 850305331 | 1 | 0.3% |
| 392938959 | 1 | 0.3% |
| 263477163 | 1 | 0.3% |
| 529838465 | 1 | 0.3% |
| 415133474 | 1 | 0.3% |
| 735428732 | 1 | 0.3% |
| Other values (304) | 304 |
| Value | Count | Frequency (%) |
| 5 | 1 | |
| 9 | 1 | |
| 85 | 1 | |
| 99 | 1 | |
| 375 | 1 | |
| 703125 | 1 | |
| 6109172 | 1 | |
| 10430976 | 1 | |
| 23728635 | 1 | |
| 27566051 | 1 |
| Value | Count | Frequency (%) |
| 982809847 | 1 | |
| 976923077 | 1 | |
| 971428571 | 1 | |
| 958646617 | 1 | |
| 928834322 | 1 | |
| 926818819 | 1 | |
| 919028476 | 1 | |
| 915402764 | 1 | |
| 902236397 | 1 | |
| 901834239 | 1 |
no_answer_calls_p
Real number (ℝ)
ZEROS 
| Distinct | 308 |
|---|---|
| Distinct (%) | 98.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44698542 |
| Minimum | 0 |
|---|---|
| Maximum | 3.1750709 × 108 |
| Zeros | 5 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1040155.1 |
| Q1 | 15258194 |
| median | 31280424 |
| Q3 | 56612621 |
| 95-th percentile | 1.3359878 × 108 |
| Maximum | 3.1750709 × 108 |
| Range | 3.1750709 × 108 |
| Interquartile range (IQR) | 41354427 |
Descriptive statistics
| Standard deviation | 47038069 |
|---|---|
| Coefficient of variation (CV) | 1.0523401 |
| Kurtosis | 9.6100053 |
| Mean | 44698542 |
| Median Absolute Deviation (MAD) | 18657326 |
| Skewness | 2.6487695 |
| Sum | 1.4035342 × 1010 |
| Variance | 2.2125799 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | 1.6% |
| 17857143 | 2 | 0.6% |
| 35714286 | 2 | 0.6% |
| 32689059 | 1 | 0.3% |
| 28580074 | 1 | 0.3% |
| 14596926 | 1 | 0.3% |
| 76306544 | 1 | 0.3% |
| 51643497 | 1 | 0.3% |
| 26871304 | 1 | 0.3% |
| 215090417 | 1 | 0.3% |
| Other values (298) | 298 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 5 | 1 | 0.3% |
| 7 | 1 | 0.3% |
| 1125 | 1 | 0.3% |
| 1625 | 1 | 0.3% |
| 140625 | 1 | 0.3% |
| 367061 | 1 | 0.3% |
| 403811 | 1 | 0.3% |
| 618048 | 1 | 0.3% |
| 990099 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 317507093 | 1 | |
| 298988622 | 1 | |
| 282113505 | 1 | |
| 252380952 | 1 | |
| 224534161 | 1 | |
| 215090417 | 1 | |
| 175324675 | 1 | |
| 173387097 | 1 | |
| 172857143 | 1 | |
| 169472986 | 1 |
month_voice_out_c
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 1 | |
|---|---|
| -1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.477707 |
| Min length | 1 |
Characters and Unicode
| Total characters | 464 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | -1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 164 | |
| -1 | 150 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 314 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 314 | |
| - | 150 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 | |
| Dash Punctuation | 150 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 314 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 464 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 314 | |
| - | 150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 464 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 314 | |
| - | 150 |
duration_all_in_a
Real number (ℝ)
UNIQUE 
| Distinct | 314 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2644717 × 109 |
| Minimum | 0 |
|---|---|
| Maximum | 9.9278096 × 109 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.0465262 × 108 |
| Q1 | 1.2936601 × 109 |
| median | 4.4322067 × 109 |
| Q3 | 6.7178889 × 109 |
| 95-th percentile | 9.0972125 × 109 |
| Maximum | 9.9278096 × 109 |
| Range | 9.9278096 × 109 |
| Interquartile range (IQR) | 5.4242287 × 109 |
Descriptive statistics
| Standard deviation | 2.9173001 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.68409413 |
| Kurtosis | -1.2944817 |
| Mean | 4.2644717 × 109 |
| Median Absolute Deviation (MAD) | 2.8385026 × 109 |
| Skewness | 0.17698729 |
| Sum | 1.3390441 × 1012 |
| Variance | 8.5106396 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8955392636 | 1 | 0.3% |
| 3232850242 | 1 | 0.3% |
| 1948333333 | 1 | 0.3% |
| 1046868099 | 1 | 0.3% |
| 1139911914 | 1 | 0.3% |
| 5296889379 | 1 | 0.3% |
| 3157894737 | 1 | 0.3% |
| 4883310034 | 1 | 0.3% |
| 7097800553 | 1 | 0.3% |
| 3402399861 | 1 | 0.3% |
| Other values (304) | 304 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 296 | 1 | |
| 558 | 1 | |
| 3025 | 1 | |
| 5395 | 1 | |
| 40225 | 1 | |
| 751875 | 1 | |
| 758375 | 1 | |
| 28408125 | 1 | |
| 109058191 | 1 |
| Value | Count | Frequency (%) |
| 9927809633 | 1 | |
| 9865351933 | 1 | |
| 9860149297 | 1 | |
| 9849215686 | 1 | |
| 9813667911 | 1 | |
| 9783636364 | 1 | |
| 9679701441 | 1 | |
| 9663759201 | 1 | |
| 9592491079 | 1 | |
| 9577307692 | 1 |
duration_all_out_a
Real number (ℝ)
| Distinct | 313 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2969145 × 109 |
| Minimum | 13 |
|---|---|
| Maximum | 9.9120161 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 160205 |
| Q1 | 1.3603867 × 109 |
| median | 2.7455922 × 109 |
| Q3 | 4.7556636 × 109 |
| 95-th percentile | 8.604627 × 109 |
| Maximum | 9.9120161 × 109 |
| Range | 9.9120161 × 109 |
| Interquartile range (IQR) | 3.3952769 × 109 |
Descriptive statistics
| Standard deviation | 2.5556957 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.77517802 |
| Kurtosis | -0.10013355 |
| Mean | 3.2969145 × 109 |
| Median Absolute Deviation (MAD) | 1.5841312 × 109 |
| Skewness | 0.81081534 |
| Sum | 1.0352312 × 1012 |
| Variance | 6.5315804 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 2 | 0.6% |
| 2748645511 | 1 | 0.3% |
| 1775040776 | 1 | 0.3% |
| 199 | 1 | 0.3% |
| 569842643 | 1 | 0.3% |
| 6121428571 | 1 | 0.3% |
| 2170888889 | 1 | 0.3% |
| 2946908814 | 1 | 0.3% |
| 3078656126 | 1 | 0.3% |
| 5603540455 | 1 | 0.3% |
| Other values (303) | 303 |
| Value | Count | Frequency (%) |
| 13 | 1 | |
| 20 | 1 | |
| 25 | 1 | |
| 26 | 2 | |
| 31 | 1 | |
| 45 | 1 | |
| 96 | 1 | |
| 199 | 1 | |
| 535 | 1 | |
| 2385 | 1 |
| Value | Count | Frequency (%) |
| 9912016112 | 1 | |
| 9860304143 | 1 | |
| 9833333333 | 1 | |
| 9708859358 | 1 | |
| 9662555972 | 1 | |
| 9621454029 | 1 | |
| 9596078431 | 1 | |
| 9590361446 | 1 | |
| 9589572193 | 1 | |
| 9578086588 | 1 |
duration_all_inout_c
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 1 | |
|---|---|
| -1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.4363057 |
| Min length | 1 |
Characters and Unicode
| Total characters | 451 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -1 |
|---|---|
| 2nd row | 1 |
| 3rd row | -1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 177 | |
| -1 | 137 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 314 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 314 | |
| - | 137 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 | |
| Dash Punctuation | 137 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 314 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 137 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 451 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 314 | |
| - | 137 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 451 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 314 | |
| - | 137 |
setup_time_avg_a
Real number (ℝ)
| Distinct | 305 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1360088 × 109 |
| Minimum | 1 |
|---|---|
| Maximum | 6.6411955 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 125 |
| Q1 | 1.5737534 × 109 |
| median | 2.0982473 × 109 |
| Q3 | 2.8092514 × 109 |
| 95-th percentile | 4.3420423 × 109 |
| Maximum | 6.6411955 × 109 |
| Range | 6.6411955 × 109 |
| Interquartile range (IQR) | 1.2354979 × 109 |
Descriptive statistics
| Standard deviation | 1.3097909 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.61319546 |
| Kurtosis | 0.56161425 |
| Mean | 2.1360088 × 109 |
| Median Absolute Deviation (MAD) | 6.5332265 × 108 |
| Skewness | 0.35300182 |
| Sum | 6.7070677 × 1011 |
| Variance | 1.7155522 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 125 | 4 | 1.3% |
| 15 | 3 | 1.0% |
| 1 | 3 | 1.0% |
| 1333333333 | 2 | 0.6% |
| 2 | 2 | 0.6% |
| 2082459951 | 1 | 0.3% |
| 1729946524 | 1 | 0.3% |
| 1715638892 | 1 | 0.3% |
| 2426229508 | 1 | 0.3% |
| 1843373231 | 1 | 0.3% |
| Other values (295) | 295 |
| Value | Count | Frequency (%) |
| 1 | 3 | |
| 2 | 2 | |
| 11 | 1 | 0.3% |
| 15 | 3 | |
| 21 | 1 | 0.3% |
| 25 | 1 | 0.3% |
| 28 | 1 | 0.3% |
| 45 | 1 | 0.3% |
| 115 | 1 | 0.3% |
| 125 | 4 |
| Value | Count | Frequency (%) |
| 6641195461 | 1 | |
| 6529940516 | 1 | |
| 6215468037 | 1 | |
| 5754541141 | 1 | |
| 5562651422 | 1 | |
| 5452380952 | 1 | |
| 5353189231 | 1 | |
| 5220125786 | 1 | |
| 5115634155 | 1 | |
| 4787575758 | 1 |
setup_failure_perc_a
Real number (ℝ)
ZEROS 
| Distinct | 249 |
|---|---|
| Distinct (%) | 79.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7633448 × 109 |
| Minimum | 0 |
|---|---|
| Maximum | 9.719186 × 109 |
| Zeros | 56 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.2650144 × 108 |
| median | 1.3046844 × 109 |
| Q3 | 2.6549362 × 109 |
| 95-th percentile | 5.5555556 × 109 |
| Maximum | 9.719186 × 109 |
| Range | 9.719186 × 109 |
| Interquartile range (IQR) | 2.4284348 × 109 |
Descriptive statistics
| Standard deviation | 1.85263 × 109 |
|---|---|
| Coefficient of variation (CV) | 1.050634 |
| Kurtosis | 1.9080576 |
| Mean | 1.7633448 × 109 |
| Median Absolute Deviation (MAD) | 1.1246162 × 109 |
| Skewness | 1.3696756 |
| Sum | 5.5369025 × 1011 |
| Variance | 3.4322377 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 56 | 17.8% |
| 2 | 3 | 1.0% |
| 1666666667 | 3 | 1.0% |
| 5555555556 | 2 | 0.6% |
| 877192982 | 2 | 0.6% |
| 2083333333 | 2 | 0.6% |
| 1724137931 | 2 | 0.6% |
| 1515151515 | 2 | 0.6% |
| 625 | 2 | 0.6% |
| 1141640867 | 1 | 0.3% |
| Other values (239) | 239 |
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 2 | 3 | 1.0% |
| 20 | 1 | 0.3% |
| 25 | 1 | 0.3% |
| 36 | 1 | 0.3% |
| 95 | 1 | 0.3% |
| 125 | 1 | 0.3% |
| 625 | 2 | 0.6% |
| 2125 | 1 | 0.3% |
| 77784909 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 9719185977 | 1 | |
| 9205607477 | 1 | |
| 7954545455 | 1 | |
| 7813292745 | 1 | |
| 7102834542 | 1 | |
| 6714527027 | 1 | |
| 6504702194 | 1 | |
| 6442538905 | 1 | |
| 6060606061 | 1 | |
| 6024096386 | 1 |
dropped_calls_perc_a
Real number (ℝ)
ZEROS 
| Distinct | 242 |
|---|---|
| Distinct (%) | 77.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4954926 × 109 |
| Minimum | 0 |
|---|---|
| Maximum | 8.3592245 × 109 |
| Zeros | 64 |
| Zeros (%) | 20.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.0390737 × 108 |
| median | 9.4670716 × 108 |
| Q3 | 2.2073147 × 109 |
| 95-th percentile | 5.4265873 × 109 |
| Maximum | 8.3592245 × 109 |
| Range | 8.3592245 × 109 |
| Interquartile range (IQR) | 2.1034074 × 109 |
Descriptive statistics
| Standard deviation | 1.7342715 × 109 |
|---|---|
| Coefficient of variation (CV) | 1.1596657 |
| Kurtosis | 2.6663024 |
| Mean | 1.4954926 × 109 |
| Median Absolute Deviation (MAD) | 9.4670716 × 108 |
| Skewness | 1.6562638 |
| Sum | 4.6958466 × 1011 |
| Variance | 3.0076976 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 64 | 20.4% |
| 675675676 | 3 | 1.0% |
| 3333333333 | 3 | 1.0% |
| 2083333333 | 2 | 0.6% |
| 925925926 | 2 | 0.6% |
| 290697674 | 2 | 0.6% |
| 229357798 | 2 | 0.6% |
| 25 | 2 | 0.6% |
| 1515151515 | 1 | 0.3% |
| 1704240472 | 1 | 0.3% |
| Other values (232) | 232 |
| Value | Count | Frequency (%) |
| 0 | 64 | |
| 1 | 1 | 0.3% |
| 3 | 1 | 0.3% |
| 5 | 1 | 0.3% |
| 16 | 1 | 0.3% |
| 25 | 2 | 0.6% |
| 125 | 1 | 0.3% |
| 625 | 1 | 0.3% |
| 23625 | 1 | 0.3% |
| 34965035 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 8359224508 | 1 | |
| 7692307692 | 1 | |
| 7660818713 | 1 | |
| 7622592968 | 1 | |
| 7352941176 | 1 | |
| 7236227824 | 1 | |
| 6617647059 | 1 | |
| 6515421703 | 1 | |
| 6468209865 | 1 | |
| 6419196062 | 1 |
mo_mos_avg_a
Real number (ℝ)
| Distinct | 312 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1281708 × 109 |
| Minimum | 164 |
|---|---|
| Maximum | 3.9683333 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 164 |
|---|---|
| 5-th percentile | 322.25 |
| Q1 | 35825 |
| median | 3.0279944 × 109 |
| Q3 | 3.5242839 × 109 |
| 95-th percentile | 3.67006 × 109 |
| Maximum | 3.9683333 × 109 |
| Range | 3.9683332 × 109 |
| Interquartile range (IQR) | 3.5242481 × 109 |
Descriptive statistics
| Standard deviation | 1.5951159 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.74952438 |
| Kurtosis | -1.6519898 |
| Mean | 2.1281708 × 109 |
| Median Absolute Deviation (MAD) | 6.0038195 × 108 |
| Skewness | -0.48812005 |
| Sum | 6.6824564 × 1011 |
| Variance | 2.5443948 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 336 | 2 | 0.6% |
| 342 | 2 | 0.6% |
| 353840812 | 1 | 0.3% |
| 3620714286 | 1 | 0.3% |
| 305 | 1 | 0.3% |
| 3513138272 | 1 | 0.3% |
| 329 | 1 | 0.3% |
| 3557222222 | 1 | 0.3% |
| 3573026316 | 1 | 0.3% |
| 3607706767 | 1 | 0.3% |
| Other values (302) | 302 |
| Value | Count | Frequency (%) |
| 164 | 1 | |
| 168 | 1 | |
| 179 | 1 | |
| 219 | 1 | |
| 250 | 1 | |
| 277 | 1 | |
| 281 | 1 | |
| 283 | 1 | |
| 288 | 1 | |
| 291 | 1 |
| Value | Count | Frequency (%) |
| 3968333333 | 1 | |
| 3779275362 | 1 | |
| 3748333333 | 1 | |
| 3744166667 | 1 | |
| 3728982843 | 1 | |
| 3716358621 | 1 | |
| 3714216216 | 1 | |
| 3706410256 | 1 | |
| 3690333333 | 1 | |
| 3689495652 | 1 |
recharges_month_a
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 105 |
|---|---|
| Distinct (%) | 33.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17836.771 |
| Minimum | 0 |
|---|---|
| Maximum | 200000 |
| Zeros | 22 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5000 |
| median | 12250 |
| Q3 | 23000 |
| 95-th percentile | 56175 |
| Maximum | 200000 |
| Range | 200000 |
| Interquartile range (IQR) | 18000 |
Descriptive statistics
| Standard deviation | 20651.979 |
|---|---|
| Coefficient of variation (CV) | 1.1578317 |
| Kurtosis | 21.679792 |
| Mean | 17836.771 |
| Median Absolute Deviation (MAD) | 8250 |
| Skewness | 3.5189566 |
| Sum | 5600746 |
| Variance | 4.2650423 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22 | 7.0% |
| 10000 | 14 | 4.5% |
| 7000 | 13 | 4.1% |
| 15000 | 12 | 3.8% |
| 2000 | 10 | 3.2% |
| 7500 | 8 | 2.5% |
| 3000 | 8 | 2.5% |
| 1000 | 7 | 2.2% |
| 2500 | 6 | 1.9% |
| 5000 | 6 | 1.9% |
| Other values (95) | 208 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 500 | 6 | 1.9% |
| 1000 | 7 | 2.2% |
| 1500 | 2 | 0.6% |
| 2000 | 10 | |
| 2500 | 6 | 1.9% |
| 3000 | 8 | 2.5% |
| 3500 | 5 | 1.6% |
| 4000 | 6 | 1.9% |
| 4500 | 3 | 1.0% |
| Value | Count | Frequency (%) |
| 200000 | 1 | |
| 120000 | 1 | |
| 102500 | 1 | |
| 85500 | 1 | |
| 77500 | 1 | |
| 76000 | 1 | |
| 72500 | 1 | |
| 71500 | 1 | |
| 69000 | 1 | |
| 68000 | 1 |
nr_recharges_month_a
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 45 |
|---|---|
| Distinct (%) | 14.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.407643 |
| Minimum | 0 |
|---|---|
| Maximum | 365 |
| Zeros | 22 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 9.5 |
| Q3 | 35 |
| 95-th percentile | 128.5 |
| Maximum | 365 |
| Range | 365 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 49.804404 |
|---|---|
| Coefficient of variation (CV) | 1.637891 |
| Kurtosis | 13.373418 |
| Mean | 30.407643 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | 3.1805806 |
| Sum | 9548 |
| Variance | 2480.4787 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 31 | 9.9% |
| 1 | 26 | 8.3% |
| 15 | 24 | 7.6% |
| 0 | 22 | 7.0% |
| 35 | 21 | 6.7% |
| 2 | 21 | 6.7% |
| 25 | 18 | 5.7% |
| 3 | 15 | 4.8% |
| 6 | 12 | 3.8% |
| 45 | 11 | 3.5% |
| Other values (35) | 113 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1 | 26 | |
| 2 | 21 | |
| 3 | 15 | |
| 4 | 11 | 3.5% |
| 5 | 31 | |
| 6 | 12 | 3.8% |
| 7 | 5 | 1.6% |
| 8 | 7 | 2.2% |
| 9 | 7 | 2.2% |
| Value | Count | Frequency (%) |
| 365 | 1 | 0.3% |
| 345 | 1 | 0.3% |
| 235 | 1 | 0.3% |
| 215 | 1 | 0.3% |
| 205 | 3 | |
| 175 | 2 | |
| 165 | 1 | 0.3% |
| 155 | 2 | |
| 145 | 2 | |
| 135 | 2 |
tipo_m1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 KiB |
| AMIGO | |
|---|---|
| FACIL |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1570 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FACIL |
|---|---|
| 2nd row | FACIL |
| 3rd row | AMIGO |
| 4th row | FACIL |
| 5th row | AMIGO |
Common Values
| Value | Count | Frequency (%) |
| AMIGO | 195 | |
| FACIL | 119 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| amigo | 195 | |
| facil | 119 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 314 | |
| I | 314 | |
| M | 195 | |
| G | 195 | |
| O | 195 | |
| F | 119 | 7.6% |
| C | 119 | 7.6% |
| L | 119 | 7.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1570 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 314 | |
| I | 314 | |
| M | 195 | |
| G | 195 | |
| O | 195 | |
| F | 119 | 7.6% |
| C | 119 | 7.6% |
| L | 119 | 7.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1570 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 314 | |
| I | 314 | |
| M | 195 | |
| G | 195 | |
| O | 195 | |
| F | 119 | 7.6% |
| C | 119 | 7.6% |
| L | 119 | 7.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1570 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 314 | |
| I | 314 | |
| M | 195 | |
| G | 195 | |
| O | 195 | |
| F | 119 | 7.6% |
| C | 119 | 7.6% |
| L | 119 | 7.6% |
paq_datos_m1
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 248 | |
| 1 | 66 | 21.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 248 | |
| 1 | 66 | 21.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 248 | |
| 1 | 66 | 21.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 248 | |
| 1 | 66 | 21.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 248 | |
| 1 | 66 | 21.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 248 | |
| 1 | 66 | 21.0% |
paq_990_m1
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 214 | |
| 1 | 100 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 214 | |
| 1 | 100 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 214 | |
| 1 | 100 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 214 | |
| 1 | 100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 214 | |
| 1 | 100 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 214 | |
| 1 | 100 |
paq_min_m1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 277 | |
| 1 | 37 | 11.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 277 | |
| 1 | 37 | 11.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 277 | |
| 1 | 37 | 11.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 277 | |
| 1 | 37 | 11.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 277 | |
| 1 | 37 | 11.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 277 | |
| 1 | 37 | 11.8% |
paq_bund_m1
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0 | |
|---|---|
| 1 | 17 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
consumo_granel_m1
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 1 | 135 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 1 | 135 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 1 | 135 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 1 | 135 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 1 | 135 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 1 | 135 |
consumos_voz_m1
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 281 | |
| 0 | 33 | 10.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 281 | |
| 0 | 33 | 10.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 281 | |
| 0 | 33 | 10.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 281 | |
| 0 | 33 | 10.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 281 | |
| 0 | 33 | 10.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 281 | |
| 0 | 33 | 10.5% |
vlr_cargas_m1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 62 |
|---|---|
| Distinct (%) | 19.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17360.51 |
| Minimum | 0 |
|---|---|
| Maximum | 136000 |
| Zeros | 36 |
| Zeros (%) | 11.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4000 |
| median | 10000 |
| Q3 | 24750 |
| 95-th percentile | 59350 |
| Maximum | 136000 |
| Range | 136000 |
| Interquartile range (IQR) | 20750 |
Descriptive statistics
| Standard deviation | 19986.731 |
|---|---|
| Coefficient of variation (CV) | 1.1512756 |
| Kurtosis | 8.7658519 |
| Mean | 17360.51 |
| Median Absolute Deviation (MAD) | 9000 |
| Skewness | 2.4601212 |
| Sum | 5451200 |
| Variance | 3.9946943 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 36 | 11.5% |
| 2000 | 22 | 7.0% |
| 5000 | 19 | 6.1% |
| 10000 | 18 | 5.7% |
| 20000 | 14 | 4.5% |
| 4000 | 13 | 4.1% |
| 9000 | 12 | 3.8% |
| 7000 | 11 | 3.5% |
| 8000 | 10 | 3.2% |
| 1000 | 10 | 3.2% |
| Other values (52) | 149 |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1000 | 10 | 3.2% |
| 2000 | 22 | |
| 3000 | 6 | 1.9% |
| 4000 | 13 | 4.1% |
| 5000 | 19 | |
| 6000 | 2 | 0.6% |
| 7000 | 11 | 3.5% |
| 8000 | 10 | 3.2% |
| 9000 | 12 | 3.8% |
| Value | Count | Frequency (%) |
| 136000 | 1 | |
| 131000 | 1 | |
| 110000 | 1 | |
| 85000 | 2 | |
| 81000 | 1 | |
| 79000 | 1 | |
| 70000 | 1 | |
| 66000 | 1 | |
| 64000 | 2 | |
| 62000 | 2 |
cant_cargas_m1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 30 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7515924 |
| Minimum | 0 |
|---|---|
| Maximum | 43 |
| Zeros | 36 |
| Zeros (%) | 11.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.25 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 17.7 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 6.75 |
Descriptive statistics
| Standard deviation | 6.5709751 |
|---|---|
| Coefficient of variation (CV) | 1.1424619 |
| Kurtosis | 7.9524417 |
| Mean | 5.7515924 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.3776914 |
| Sum | 1806 |
| Variance | 43.177713 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 46 | |
| 1 | 43 | |
| 0 | 36 | |
| 3 | 31 | |
| 4 | 29 | |
| 5 | 23 | 7.3% |
| 9 | 14 | 4.5% |
| 6 | 11 | 3.5% |
| 7 | 10 | 3.2% |
| 10 | 9 | 2.9% |
| Other values (20) | 62 |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1 | 43 | |
| 2 | 46 | |
| 3 | 31 | |
| 4 | 29 | |
| 5 | 23 | |
| 6 | 11 | 3.5% |
| 7 | 10 | 3.2% |
| 8 | 8 | 2.5% |
| 9 | 14 | 4.5% |
| Value | Count | Frequency (%) |
| 43 | 1 | |
| 41 | 1 | |
| 39 | 1 | |
| 29 | 1 | |
| 28 | 1 | |
| 27 | 1 | |
| 25 | 1 | |
| 24 | 1 | |
| 22 | 1 | |
| 21 | 1 |
pyp_m1
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0 | |
|---|---|
| 1 | 17 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 297 | |
| 1 | 17 | 5.4% |
promo_recarga_m1
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 282 | |
| 1 | 32 | 10.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 282 | |
| 1 | 32 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 282 | |
| 1 | 32 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 282 | |
| 1 | 32 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 282 | |
| 1 | 32 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 282 | |
| 1 | 32 | 10.2% |
dia_sorpresa_m1
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0 | |
|---|---|
| 1 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 309 | |
| 1 | 5 | 1.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 309 | |
| 1 | 5 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 309 | |
| 1 | 5 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 314 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 309 | |
| 1 | 5 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 309 | |
| 1 | 5 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 309 | |
| 1 | 5 | 1.6% |
max_rech
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| CONSUMOS_VOZ | |
|---|---|
| PAQ_990 | |
| PAQ_DATOS | |
| CONSUMO_GRANEL | |
| PAQ_MIN | 11 |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 10.315287 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3239 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PAQ_MIN |
|---|---|
| 2nd row | PAQ_DATOS |
| 3rd row | CONSUMOS_VOZ |
| 4th row | PAQ_990 |
| 5th row | PAQ_990 |
Common Values
| Value | Count | Frequency (%) |
| CONSUMOS_VOZ | 150 | |
| PAQ_990 | 70 | |
| PAQ_DATOS | 58 | 18.5% |
| CONSUMO_GRANEL | 25 | 8.0% |
| PAQ_MIN | 11 | 3.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| consumos_voz | 150 | |
| paq_990 | 70 | |
| paq_datos | 58 | 18.5% |
| consumo_granel | 25 | 8.0% |
| paq_min | 11 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 558 | |
| S | 383 | |
| _ | 314 | |
| A | 222 | 6.9% |
| N | 211 | 6.5% |
| M | 186 | 5.7% |
| C | 175 | 5.4% |
| U | 175 | 5.4% |
| V | 150 | 4.6% |
| Z | 150 | 4.6% |
| Other values (11) | 715 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2715 | |
| Connector Punctuation | 314 | 9.7% |
| Decimal Number | 210 | 6.5% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 558 | |
| S | 383 | |
| A | 222 | 8.2% |
| N | 211 | 7.8% |
| M | 186 | 6.9% |
| C | 175 | 6.4% |
| U | 175 | 6.4% |
| V | 150 | 5.5% |
| Z | 150 | 5.5% |
| P | 139 | 5.1% |
| Other values (8) | 366 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 140 | |
| 0 | 70 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 314 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2715 | |
| Common | 524 | 16.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 558 | |
| S | 383 | |
| A | 222 | 8.2% |
| N | 211 | 7.8% |
| M | 186 | 6.9% |
| C | 175 | 6.4% |
| U | 175 | 6.4% |
| V | 150 | 5.5% |
| Z | 150 | 5.5% |
| P | 139 | 5.1% |
| Other values (8) | 366 |
Common
| Value | Count | Frequency (%) |
| _ | 314 | |
| 9 | 140 | |
| 0 | 70 | 13.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3239 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 558 | |
| S | 383 | |
| _ | 314 | |
| A | 222 | 6.9% |
| N | 211 | 6.5% |
| M | 186 | 5.7% |
| C | 175 | 5.4% |
| U | 175 | 5.4% |
| V | 150 | 4.6% |
| Z | 150 | 4.6% |
| Other values (11) | 715 |
target
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| Promotor | |
|---|---|
| Detractor |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.4840764 |
| Min length | 8 |
Characters and Unicode
| Total characters | 2664 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Promotor |
|---|---|
| 2nd row | Promotor |
| 3rd row | Detractor |
| 4th row | Promotor |
| 5th row | Promotor |
Common Values
| Value | Count | Frequency (%) |
| Promotor | 162 | |
| Detractor | 152 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| promotor | 162 | |
| detractor | 152 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 638 | |
| r | 628 | |
| t | 466 | |
| P | 162 | 6.1% |
| m | 162 | 6.1% |
| D | 152 | 5.7% |
| e | 152 | 5.7% |
| a | 152 | 5.7% |
| c | 152 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2350 | |
| Uppercase Letter | 314 | 11.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 638 | |
| r | 628 | |
| t | 466 | |
| m | 162 | 6.9% |
| e | 152 | 6.5% |
| a | 152 | 6.5% |
| c | 152 | 6.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 162 | |
| D | 152 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2664 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 638 | |
| r | 628 | |
| t | 466 | |
| P | 162 | 6.1% |
| m | 162 | 6.1% |
| D | 152 | 5.7% |
| e | 152 | 5.7% |
| a | 152 | 5.7% |
| c | 152 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2664 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 638 | |
| r | 628 | |
| t | 466 | |
| P | 162 | 6.1% |
| m | 162 | 6.1% |
| D | 152 | 5.7% |
| e | 152 | 5.7% |
| a | 152 | 5.7% |
| c | 152 | 5.7% |
| calidad_produc | calif_voz | senal_voz | estabil_llamada | calls_drop_s | calls_failure_s | calls_out_month_p | calls_in_month_p | calls_out_tot_p | calls_in_tot_p | no_answer_calls_p | month_voice_out_c | duration_all_in_a | duration_all_out_a | duration_all_inout_c | setup_time_avg_a | setup_failure_perc_a | dropped_calls_perc_a | mo_mos_avg_a | recharges_month_a | nr_recharges_month_a | paq_datos_m1 | paq_990_m1 | paq_min_m1 | paq_bund_m1 | consumo_granel_m1 | consumos_voz_m1 | vlr_cargas_m1 | cant_cargas_m1 | pyp_m1 | promo_recarga_m1 | dia_sorpresa_m1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| calidad_produc | 1.000 | 0.591 | 0.526 | 0.486 | -0.143 | -0.026 | -0.016 | 0.008 | 0.008 | 0.111 | -0.003 | 0.075 | 0.007 | -0.086 | -0.063 | -0.027 | -0.009 | -0.049 | -0.046 | -0.014 | -0.013 | -0.036 | -0.049 | 0.011 | -0.076 | 0.016 | 0.017 | -0.016 | 0.040 | 0.012 | -0.079 | -0.099 |
| calif_voz | 0.591 | 1.000 | 0.611 | 0.634 | -0.151 | -0.035 | -0.006 | -0.031 | -0.110 | 0.112 | 0.018 | 0.090 | -0.065 | -0.046 | 0.031 | 0.044 | 0.020 | -0.060 | -0.023 | -0.085 | -0.029 | 0.017 | -0.009 | 0.056 | -0.056 | 0.077 | -0.003 | -0.070 | -0.013 | 0.049 | -0.027 | -0.103 |
| senal_voz | 0.526 | 0.611 | 1.000 | 0.661 | -0.160 | -0.048 | -0.042 | -0.098 | 0.043 | 0.035 | 0.043 | 0.015 | 0.016 | -0.079 | -0.004 | -0.015 | 0.094 | -0.060 | -0.015 | -0.034 | 0.064 | -0.033 | 0.027 | -0.008 | -0.013 | 0.055 | -0.004 | -0.049 | -0.003 | -0.030 | 0.014 | -0.097 |
| estabil_llamada | 0.486 | 0.634 | 0.661 | 1.000 | -0.076 | -0.012 | 0.042 | -0.012 | -0.008 | 0.125 | 0.005 | 0.031 | 0.053 | 0.027 | -0.062 | 0.025 | -0.020 | -0.048 | 0.062 | -0.052 | -0.006 | 0.038 | -0.010 | 0.042 | 0.033 | 0.091 | 0.022 | -0.048 | -0.029 | 0.004 | -0.037 | -0.019 |
| calls_drop_s | -0.143 | -0.151 | -0.160 | -0.076 | 1.000 | 0.474 | 0.279 | 0.191 | 0.264 | -0.223 | -0.108 | 0.029 | 0.011 | 0.197 | -0.028 | 0.149 | 0.150 | 0.336 | 0.085 | 0.281 | 0.179 | 0.012 | -0.064 | 0.230 | 0.124 | 0.021 | 0.168 | 0.355 | 0.324 | 0.018 | 0.121 | 0.224 |
| calls_failure_s | -0.026 | -0.035 | -0.048 | -0.012 | 0.474 | 1.000 | 0.300 | 0.290 | 0.205 | -0.103 | -0.064 | -0.038 | 0.081 | 0.117 | 0.067 | 0.139 | 0.245 | 0.071 | 0.068 | 0.274 | 0.174 | 0.013 | 0.015 | 0.204 | 0.179 | 0.135 | 0.130 | 0.358 | 0.358 | 0.057 | 0.043 | 0.230 |
| calls_out_month_p | -0.016 | -0.006 | -0.042 | 0.042 | 0.279 | 0.300 | 1.000 | 0.389 | 0.331 | -0.187 | -0.092 | -0.050 | 0.064 | 0.130 | 0.087 | 0.119 | 0.076 | 0.058 | 0.131 | 0.370 | 0.199 | 0.129 | 0.006 | 0.191 | -0.025 | 0.108 | 0.189 | 0.353 | 0.427 | -0.004 | 0.029 | 0.308 |
| calls_in_month_p | 0.008 | -0.031 | -0.098 | -0.012 | 0.191 | 0.290 | 0.389 | 1.000 | 0.012 | 0.071 | -0.125 | 0.036 | -0.032 | 0.067 | -0.025 | 0.142 | -0.035 | -0.033 | 0.115 | 0.376 | 0.161 | 0.109 | 0.039 | 0.234 | -0.000 | 0.189 | 0.053 | 0.378 | 0.357 | 0.012 | 0.003 | 0.405 |
| calls_out_tot_p | 0.008 | -0.110 | 0.043 | -0.008 | 0.264 | 0.205 | 0.331 | 0.012 | 1.000 | -0.276 | 0.101 | -0.070 | 0.104 | 0.117 | -0.033 | 0.285 | 0.170 | 0.109 | 0.206 | 0.338 | 0.244 | -0.050 | 0.055 | 0.170 | 0.018 | 0.023 | 0.231 | 0.303 | 0.304 | 0.096 | -0.021 | 0.108 |
| calls_in_tot_p | 0.111 | 0.112 | 0.035 | 0.125 | -0.223 | -0.103 | -0.187 | 0.071 | -0.276 | 1.000 | 0.006 | -0.067 | 0.065 | -0.006 | -0.071 | -0.220 | -0.112 | -0.109 | -0.163 | -0.208 | -0.156 | -0.021 | 0.007 | -0.058 | 0.024 | 0.027 | -0.151 | -0.159 | -0.167 | -0.058 | -0.011 | -0.055 |
| no_answer_calls_p | -0.003 | 0.018 | 0.043 | 0.005 | -0.108 | -0.064 | -0.092 | -0.125 | 0.101 | 0.006 | 1.000 | -0.060 | 0.008 | -0.042 | 0.016 | 0.016 | 0.022 | -0.081 | -0.146 | -0.163 | -0.024 | -0.080 | 0.021 | -0.047 | 0.010 | -0.170 | -0.169 | -0.154 | -0.066 | -0.066 | -0.064 | -0.073 |
| month_voice_out_c | 0.075 | 0.090 | 0.015 | 0.031 | 0.029 | -0.038 | -0.050 | 0.036 | -0.070 | -0.067 | -0.060 | 1.000 | -0.061 | 0.050 | -0.096 | -0.019 | -0.061 | 0.015 | 0.075 | -0.044 | 0.072 | 0.087 | 0.024 | 0.112 | 0.144 | -0.019 | 0.067 | 0.021 | 0.024 | -0.025 | -0.036 | 0.020 |
| duration_all_in_a | 0.007 | -0.065 | 0.016 | 0.053 | 0.011 | 0.081 | 0.064 | -0.032 | 0.104 | 0.065 | 0.008 | -0.061 | 1.000 | 0.042 | -0.034 | -0.023 | 0.037 | -0.032 | 0.142 | 0.079 | 0.067 | -0.038 | 0.123 | -0.038 | 0.018 | 0.063 | 0.065 | 0.063 | 0.130 | -0.087 | -0.007 | -0.002 |
| duration_all_out_a | -0.086 | -0.046 | -0.079 | 0.027 | 0.197 | 0.117 | 0.130 | 0.067 | 0.117 | -0.006 | -0.042 | 0.050 | 0.042 | 1.000 | -0.138 | 0.102 | 0.057 | 0.094 | 0.075 | 0.091 | 0.078 | 0.054 | 0.051 | 0.122 | 0.071 | 0.069 | 0.101 | 0.120 | 0.097 | 0.055 | 0.145 | 0.080 |
| duration_all_inout_c | -0.063 | 0.031 | -0.004 | -0.062 | -0.028 | 0.067 | 0.087 | -0.025 | -0.033 | -0.071 | 0.016 | -0.096 | -0.034 | -0.138 | 1.000 | -0.033 | -0.045 | 0.011 | -0.025 | 0.071 | 0.019 | -0.003 | -0.046 | -0.097 | -0.073 | -0.066 | -0.092 | 0.042 | 0.035 | 0.040 | -0.064 | 0.009 |
| setup_time_avg_a | -0.027 | 0.044 | -0.015 | 0.025 | 0.149 | 0.139 | 0.119 | 0.142 | 0.285 | -0.220 | 0.016 | -0.019 | -0.023 | 0.102 | -0.033 | 1.000 | 0.118 | 0.086 | 0.062 | 0.097 | 0.009 | 0.079 | 0.003 | 0.052 | 0.046 | 0.086 | 0.218 | 0.148 | 0.121 | 0.077 | 0.118 | 0.064 |
| setup_failure_perc_a | -0.009 | 0.020 | 0.094 | -0.020 | 0.150 | 0.245 | 0.076 | -0.035 | 0.170 | -0.112 | 0.022 | -0.061 | 0.037 | 0.057 | -0.045 | 0.118 | 1.000 | 0.097 | 0.108 | 0.139 | 0.032 | 0.075 | 0.125 | 0.094 | 0.053 | 0.120 | 0.150 | 0.108 | 0.098 | 0.031 | 0.047 | 0.048 |
| dropped_calls_perc_a | -0.049 | -0.060 | -0.060 | -0.048 | 0.336 | 0.071 | 0.058 | -0.033 | 0.109 | -0.109 | -0.081 | 0.015 | -0.032 | 0.094 | 0.011 | 0.086 | 0.097 | 1.000 | 0.082 | 0.102 | 0.037 | 0.049 | 0.053 | 0.102 | 0.024 | 0.076 | 0.153 | 0.088 | 0.011 | -0.038 | -0.024 | 0.024 |
| mo_mos_avg_a | -0.046 | -0.023 | -0.015 | 0.062 | 0.085 | 0.068 | 0.131 | 0.115 | 0.206 | -0.163 | -0.146 | 0.075 | 0.142 | 0.075 | -0.025 | 0.062 | 0.108 | 0.082 | 1.000 | 0.253 | 0.120 | 0.065 | 0.143 | 0.057 | -0.089 | 0.137 | 0.189 | 0.221 | 0.159 | 0.039 | -0.068 | 0.020 |
| recharges_month_a | -0.014 | -0.085 | -0.034 | -0.052 | 0.281 | 0.274 | 0.370 | 0.376 | 0.338 | -0.208 | -0.163 | -0.044 | 0.079 | 0.091 | 0.071 | 0.097 | 0.139 | 0.102 | 0.253 | 1.000 | 0.362 | 0.216 | 0.214 | 0.187 | 0.105 | 0.235 | 0.107 | 0.808 | 0.571 | 0.194 | -0.026 | 0.235 |
| nr_recharges_month_a | -0.013 | -0.029 | 0.064 | -0.006 | 0.179 | 0.174 | 0.199 | 0.161 | 0.244 | -0.156 | -0.024 | 0.072 | 0.067 | 0.078 | 0.019 | 0.009 | 0.032 | 0.037 | 0.120 | 0.362 | 1.000 | 0.117 | 0.087 | 0.178 | 0.037 | 0.129 | 0.167 | 0.354 | 0.583 | 0.021 | 0.009 | 0.157 |
| paq_datos_m1 | -0.036 | 0.017 | -0.033 | 0.038 | 0.012 | 0.013 | 0.129 | 0.109 | -0.050 | -0.021 | -0.080 | 0.087 | -0.038 | 0.054 | -0.003 | 0.079 | 0.075 | 0.049 | 0.065 | 0.216 | 0.117 | 1.000 | 0.235 | 0.078 | 0.153 | 0.405 | 0.126 | 0.206 | 0.241 | -0.020 | -0.019 | -0.003 |
| paq_990_m1 | -0.049 | -0.009 | 0.027 | -0.010 | -0.064 | 0.015 | 0.006 | 0.039 | 0.055 | 0.007 | 0.021 | 0.024 | 0.123 | 0.051 | -0.046 | 0.003 | 0.125 | 0.053 | 0.143 | 0.214 | 0.087 | 0.235 | 1.000 | -0.059 | 0.108 | 0.511 | 0.123 | 0.224 | 0.228 | 0.018 | -0.095 | -0.087 |
| paq_min_m1 | 0.011 | 0.056 | -0.008 | 0.042 | 0.230 | 0.204 | 0.191 | 0.234 | 0.170 | -0.058 | -0.047 | 0.112 | -0.038 | 0.122 | -0.097 | 0.052 | 0.094 | 0.102 | 0.057 | 0.187 | 0.178 | 0.078 | -0.059 | 1.000 | 0.174 | 0.042 | 0.125 | 0.193 | 0.276 | 0.044 | 0.171 | 0.348 |
| paq_bund_m1 | -0.076 | -0.056 | -0.013 | 0.033 | 0.124 | 0.179 | -0.025 | -0.000 | 0.018 | 0.024 | 0.010 | 0.144 | 0.018 | 0.071 | -0.073 | 0.046 | 0.053 | 0.024 | -0.089 | 0.105 | 0.037 | 0.153 | 0.108 | 0.174 | 1.000 | 0.133 | 0.082 | 0.166 | 0.093 | 0.005 | 0.012 | 0.082 |
| consumo_granel_m1 | 0.016 | 0.077 | 0.055 | 0.091 | 0.021 | 0.135 | 0.108 | 0.189 | 0.023 | 0.027 | -0.170 | -0.019 | 0.063 | 0.069 | -0.066 | 0.086 | 0.120 | 0.076 | 0.137 | 0.235 | 0.129 | 0.405 | 0.511 | 0.042 | 0.133 | 1.000 | 0.214 | 0.259 | 0.280 | 0.020 | -0.080 | 0.044 |
| consumos_voz_m1 | 0.017 | -0.003 | -0.004 | 0.022 | 0.168 | 0.130 | 0.189 | 0.053 | 0.231 | -0.151 | -0.169 | 0.067 | 0.065 | 0.101 | -0.092 | 0.218 | 0.150 | 0.153 | 0.189 | 0.107 | 0.167 | 0.126 | 0.123 | 0.125 | 0.082 | 0.214 | 1.000 | 0.192 | 0.262 | -0.010 | 0.081 | 0.044 |
| vlr_cargas_m1 | -0.016 | -0.070 | -0.049 | -0.048 | 0.355 | 0.358 | 0.353 | 0.378 | 0.303 | -0.159 | -0.154 | 0.021 | 0.063 | 0.120 | 0.042 | 0.148 | 0.108 | 0.088 | 0.221 | 0.808 | 0.354 | 0.206 | 0.224 | 0.193 | 0.166 | 0.259 | 0.192 | 1.000 | 0.701 | 0.403 | 0.007 | 0.244 |
| cant_cargas_m1 | 0.040 | -0.013 | -0.003 | -0.029 | 0.324 | 0.358 | 0.427 | 0.357 | 0.304 | -0.167 | -0.066 | 0.024 | 0.130 | 0.097 | 0.035 | 0.121 | 0.098 | 0.011 | 0.159 | 0.571 | 0.583 | 0.241 | 0.228 | 0.276 | 0.093 | 0.280 | 0.262 | 0.701 | 1.000 | 0.065 | -0.029 | 0.237 |
| pyp_m1 | 0.012 | 0.049 | -0.030 | 0.004 | 0.018 | 0.057 | -0.004 | 0.012 | 0.096 | -0.058 | -0.066 | -0.025 | -0.087 | 0.055 | 0.040 | 0.077 | 0.031 | -0.038 | 0.039 | 0.194 | 0.021 | -0.020 | 0.018 | 0.044 | 0.005 | 0.020 | -0.010 | 0.403 | 0.065 | 1.000 | 0.059 | 0.082 |
| promo_recarga_m1 | -0.079 | -0.027 | 0.014 | -0.037 | 0.121 | 0.043 | 0.029 | 0.003 | -0.021 | -0.011 | -0.064 | -0.036 | -0.007 | 0.145 | -0.064 | 0.118 | 0.047 | -0.024 | -0.068 | -0.026 | 0.009 | -0.019 | -0.095 | 0.171 | 0.012 | -0.080 | 0.081 | 0.007 | -0.029 | 0.059 | 1.000 | 0.209 |
| dia_sorpresa_m1 | -0.099 | -0.103 | -0.097 | -0.019 | 0.224 | 0.230 | 0.308 | 0.405 | 0.108 | -0.055 | -0.073 | 0.020 | -0.002 | 0.080 | 0.009 | 0.064 | 0.048 | 0.024 | 0.020 | 0.235 | 0.157 | -0.003 | -0.087 | 0.348 | 0.082 | 0.044 | 0.044 | 0.244 | 0.237 | 0.082 | 0.209 | 1.000 |
| calidad_produc | calif_voz | senal_voz | estabil_llamada | calls_drop_s | calls_failure_s | calls_out_month_p | calls_in_month_p | calls_out_tot_p | calls_in_tot_p | no_answer_calls_p | month_voice_out_c | duration_all_in_a | duration_all_out_a | duration_all_inout_c | setup_time_avg_a | setup_failure_perc_a | dropped_calls_perc_a | mo_mos_avg_a | recharges_month_a | nr_recharges_month_a | paq_datos_m1 | paq_990_m1 | paq_min_m1 | paq_bund_m1 | consumo_granel_m1 | consumos_voz_m1 | vlr_cargas_m1 | cant_cargas_m1 | pyp_m1 | promo_recarga_m1 | dia_sorpresa_m1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| calidad_produc | 1.000 | 0.601 | 0.494 | 0.486 | -0.090 | -0.044 | 0.053 | 0.030 | 0.004 | 0.095 | 0.083 | 0.059 | 0.019 | -0.039 | -0.056 | -0.012 | -0.009 | -0.031 | -0.041 | -0.004 | 0.024 | -0.054 | -0.067 | 0.022 | -0.082 | -0.013 | 0.019 | -0.001 | 0.036 | -0.011 | -0.086 | -0.122 |
| calif_voz | 0.601 | 1.000 | 0.632 | 0.641 | -0.092 | 0.010 | 0.019 | 0.023 | -0.079 | 0.090 | 0.061 | 0.092 | -0.058 | 0.002 | -0.000 | 0.035 | 0.035 | -0.038 | 0.035 | -0.040 | -0.020 | -0.004 | -0.006 | 0.060 | -0.070 | 0.060 | 0.007 | -0.017 | 0.014 | 0.059 | -0.070 | -0.119 |
| senal_voz | 0.494 | 0.632 | 1.000 | 0.670 | -0.077 | -0.059 | 0.053 | -0.071 | 0.037 | 0.010 | 0.107 | -0.024 | 0.014 | -0.036 | 0.014 | 0.002 | 0.105 | -0.031 | 0.034 | 0.001 | 0.011 | -0.029 | 0.034 | -0.004 | -0.016 | 0.051 | 0.007 | 0.009 | 0.009 | -0.036 | 0.016 | -0.107 |
| estabil_llamada | 0.486 | 0.641 | 0.670 | 1.000 | -0.022 | 0.054 | 0.085 | 0.080 | -0.034 | 0.098 | 0.034 | 0.020 | 0.044 | 0.042 | -0.056 | 0.027 | 0.035 | -0.013 | 0.063 | -0.010 | 0.031 | 0.044 | -0.000 | 0.017 | 0.027 | 0.091 | 0.033 | 0.010 | 0.049 | -0.019 | -0.038 | -0.049 |
| calls_drop_s | -0.090 | -0.092 | -0.077 | -0.022 | 1.000 | 0.585 | 0.381 | 0.159 | 0.372 | -0.299 | -0.066 | 0.046 | 0.047 | 0.192 | -0.017 | 0.191 | 0.318 | 0.328 | 0.166 | 0.484 | 0.332 | 0.065 | 0.063 | 0.166 | 0.082 | 0.118 | 0.290 | 0.571 | 0.527 | 0.131 | 0.035 | 0.136 |
| calls_failure_s | -0.044 | 0.010 | -0.059 | 0.054 | 0.585 | 1.000 | 0.337 | 0.249 | 0.307 | -0.154 | -0.052 | 0.045 | 0.082 | 0.238 | 0.027 | 0.200 | 0.391 | 0.225 | 0.159 | 0.455 | 0.243 | 0.047 | 0.121 | 0.242 | 0.169 | 0.162 | 0.244 | 0.555 | 0.501 | 0.179 | 0.044 | 0.177 |
| calls_out_month_p | 0.053 | 0.019 | 0.053 | 0.085 | 0.381 | 0.337 | 1.000 | 0.254 | 0.425 | -0.267 | 0.053 | -0.025 | 0.166 | 0.148 | 0.049 | 0.196 | 0.281 | 0.229 | 0.205 | 0.508 | 0.334 | 0.129 | 0.126 | 0.190 | 0.005 | 0.125 | 0.311 | 0.430 | 0.474 | 0.068 | -0.018 | 0.146 |
| calls_in_month_p | 0.030 | 0.023 | -0.071 | 0.080 | 0.159 | 0.249 | 0.254 | 1.000 | -0.073 | 0.146 | -0.098 | 0.018 | 0.035 | 0.059 | -0.041 | 0.111 | 0.075 | 0.031 | 0.088 | 0.307 | 0.189 | 0.102 | 0.016 | 0.125 | 0.032 | 0.165 | 0.008 | 0.300 | 0.285 | 0.058 | -0.044 | 0.138 |
| calls_out_tot_p | 0.004 | -0.079 | 0.037 | -0.034 | 0.372 | 0.307 | 0.425 | -0.073 | 1.000 | -0.461 | 0.088 | -0.070 | 0.088 | 0.146 | -0.030 | 0.284 | 0.273 | 0.227 | 0.205 | 0.449 | 0.306 | -0.048 | 0.042 | 0.176 | 0.006 | 0.012 | 0.219 | 0.404 | 0.362 | 0.101 | -0.013 | 0.114 |
| calls_in_tot_p | 0.095 | 0.090 | 0.010 | 0.098 | -0.299 | -0.154 | -0.267 | 0.146 | -0.461 | 1.000 | 0.043 | -0.050 | 0.074 | -0.044 | -0.059 | -0.236 | -0.167 | -0.160 | -0.149 | -0.337 | -0.238 | -0.014 | 0.013 | -0.080 | 0.032 | 0.032 | -0.148 | -0.278 | -0.261 | -0.068 | -0.013 | -0.069 |
| no_answer_calls_p | 0.083 | 0.061 | 0.107 | 0.034 | -0.066 | -0.052 | 0.053 | -0.098 | 0.088 | 0.043 | 1.000 | -0.103 | 0.046 | -0.055 | -0.011 | 0.031 | 0.017 | -0.107 | -0.073 | -0.129 | -0.012 | -0.029 | 0.068 | -0.001 | -0.008 | -0.083 | -0.065 | -0.095 | -0.006 | -0.066 | -0.062 | -0.098 |
| month_voice_out_c | 0.059 | 0.092 | -0.024 | 0.020 | 0.046 | 0.045 | -0.025 | 0.018 | -0.070 | -0.050 | -0.103 | 1.000 | -0.049 | 0.061 | -0.096 | -0.047 | -0.033 | -0.007 | 0.072 | -0.036 | 0.054 | 0.087 | 0.024 | 0.112 | 0.144 | -0.019 | 0.067 | 0.039 | 0.034 | -0.025 | -0.036 | 0.020 |
| duration_all_in_a | 0.019 | -0.058 | 0.014 | 0.044 | 0.047 | 0.082 | 0.166 | 0.035 | 0.088 | 0.074 | 0.046 | -0.049 | 1.000 | 0.054 | -0.029 | -0.034 | 0.088 | 0.032 | 0.165 | 0.122 | 0.070 | -0.042 | 0.123 | -0.028 | 0.030 | 0.057 | 0.064 | 0.130 | 0.152 | -0.068 | -0.006 | 0.003 |
| duration_all_out_a | -0.039 | 0.002 | -0.036 | 0.042 | 0.192 | 0.238 | 0.148 | 0.059 | 0.146 | -0.044 | -0.055 | 0.061 | 0.054 | 1.000 | -0.130 | 0.169 | 0.110 | 0.194 | 0.097 | 0.219 | 0.189 | 0.055 | 0.047 | 0.140 | 0.095 | 0.082 | 0.153 | 0.211 | 0.212 | 0.065 | 0.133 | 0.077 |
| duration_all_inout_c | -0.056 | -0.000 | 0.014 | -0.056 | -0.017 | 0.027 | 0.049 | -0.041 | -0.030 | -0.059 | -0.011 | -0.096 | -0.029 | -0.130 | 1.000 | -0.002 | -0.050 | 0.012 | -0.014 | -0.004 | -0.072 | -0.003 | -0.046 | -0.097 | -0.073 | -0.066 | -0.092 | -0.061 | -0.029 | 0.040 | -0.064 | 0.009 |
| setup_time_avg_a | -0.012 | 0.035 | 0.002 | 0.027 | 0.191 | 0.200 | 0.196 | 0.111 | 0.284 | -0.236 | 0.031 | -0.047 | -0.034 | 0.169 | -0.002 | 1.000 | 0.220 | 0.179 | 0.046 | 0.227 | 0.101 | 0.103 | 0.068 | 0.043 | 0.076 | 0.142 | 0.231 | 0.221 | 0.204 | 0.081 | 0.104 | 0.063 |
| setup_failure_perc_a | -0.009 | 0.035 | 0.105 | 0.035 | 0.318 | 0.391 | 0.281 | 0.075 | 0.273 | -0.167 | 0.017 | -0.033 | 0.088 | 0.110 | -0.050 | 0.220 | 1.000 | 0.192 | 0.151 | 0.317 | 0.202 | 0.066 | 0.172 | 0.152 | 0.071 | 0.173 | 0.214 | 0.321 | 0.277 | 0.077 | 0.051 | 0.084 |
| dropped_calls_perc_a | -0.031 | -0.038 | -0.031 | -0.013 | 0.328 | 0.225 | 0.229 | 0.031 | 0.227 | -0.160 | -0.107 | -0.007 | 0.032 | 0.194 | 0.012 | 0.179 | 0.192 | 1.000 | 0.168 | 0.375 | 0.186 | 0.069 | 0.118 | 0.125 | 0.046 | 0.131 | 0.273 | 0.320 | 0.217 | 0.041 | -0.054 | 0.012 |
| mo_mos_avg_a | -0.041 | 0.035 | 0.034 | 0.063 | 0.166 | 0.159 | 0.205 | 0.088 | 0.205 | -0.149 | -0.073 | 0.072 | 0.165 | 0.097 | -0.014 | 0.046 | 0.151 | 0.168 | 1.000 | 0.371 | 0.216 | 0.119 | 0.218 | 0.027 | -0.019 | 0.207 | 0.190 | 0.300 | 0.232 | 0.022 | -0.085 | -0.002 |
| recharges_month_a | -0.004 | -0.040 | 0.001 | -0.010 | 0.484 | 0.455 | 0.508 | 0.307 | 0.449 | -0.337 | -0.129 | -0.036 | 0.122 | 0.219 | -0.004 | 0.227 | 0.317 | 0.375 | 0.371 | 1.000 | 0.584 | 0.221 | 0.329 | 0.193 | 0.130 | 0.357 | 0.327 | 0.842 | 0.705 | 0.231 | -0.064 | 0.178 |
| nr_recharges_month_a | 0.024 | -0.020 | 0.011 | 0.031 | 0.332 | 0.243 | 0.334 | 0.189 | 0.306 | -0.238 | -0.012 | 0.054 | 0.070 | 0.189 | -0.072 | 0.101 | 0.202 | 0.186 | 0.216 | 0.584 | 1.000 | 0.211 | 0.140 | 0.093 | 0.042 | 0.254 | 0.294 | 0.508 | 0.616 | 0.058 | -0.081 | 0.083 |
| paq_datos_m1 | -0.054 | -0.004 | -0.029 | 0.044 | 0.065 | 0.047 | 0.129 | 0.102 | -0.048 | -0.014 | -0.029 | 0.087 | -0.042 | 0.055 | -0.003 | 0.103 | 0.066 | 0.069 | 0.119 | 0.221 | 0.211 | 1.000 | 0.235 | 0.078 | 0.153 | 0.405 | 0.126 | 0.263 | 0.338 | -0.020 | -0.019 | -0.003 |
| paq_990_m1 | -0.067 | -0.006 | 0.034 | -0.000 | 0.063 | 0.121 | 0.126 | 0.016 | 0.042 | 0.013 | 0.068 | 0.024 | 0.123 | 0.047 | -0.046 | 0.068 | 0.172 | 0.118 | 0.218 | 0.329 | 0.140 | 0.235 | 1.000 | -0.059 | 0.108 | 0.511 | 0.123 | 0.310 | 0.275 | 0.018 | -0.095 | -0.087 |
| paq_min_m1 | 0.022 | 0.060 | -0.004 | 0.017 | 0.166 | 0.242 | 0.190 | 0.125 | 0.176 | -0.080 | -0.001 | 0.112 | -0.028 | 0.140 | -0.097 | 0.043 | 0.152 | 0.125 | 0.027 | 0.193 | 0.093 | 0.078 | -0.059 | 1.000 | 0.174 | 0.042 | 0.125 | 0.202 | 0.245 | 0.044 | 0.171 | 0.348 |
| paq_bund_m1 | -0.082 | -0.070 | -0.016 | 0.027 | 0.082 | 0.169 | 0.005 | 0.032 | 0.006 | 0.032 | -0.008 | 0.144 | 0.030 | 0.095 | -0.073 | 0.076 | 0.071 | 0.046 | -0.019 | 0.130 | 0.042 | 0.153 | 0.108 | 0.174 | 1.000 | 0.133 | 0.082 | 0.207 | 0.146 | 0.005 | 0.012 | 0.082 |
| consumo_granel_m1 | -0.013 | 0.060 | 0.051 | 0.091 | 0.118 | 0.162 | 0.125 | 0.165 | 0.012 | 0.032 | -0.083 | -0.019 | 0.057 | 0.082 | -0.066 | 0.142 | 0.173 | 0.131 | 0.207 | 0.357 | 0.254 | 0.405 | 0.511 | 0.042 | 0.133 | 1.000 | 0.214 | 0.350 | 0.368 | 0.020 | -0.080 | 0.044 |
| consumos_voz_m1 | 0.019 | 0.007 | 0.007 | 0.033 | 0.290 | 0.244 | 0.311 | 0.008 | 0.219 | -0.148 | -0.065 | 0.067 | 0.064 | 0.153 | -0.092 | 0.231 | 0.214 | 0.273 | 0.190 | 0.327 | 0.294 | 0.126 | 0.123 | 0.125 | 0.082 | 0.214 | 1.000 | 0.369 | 0.422 | -0.010 | 0.081 | 0.044 |
| vlr_cargas_m1 | -0.001 | -0.017 | 0.009 | 0.010 | 0.571 | 0.555 | 0.430 | 0.300 | 0.404 | -0.278 | -0.095 | 0.039 | 0.130 | 0.211 | -0.061 | 0.221 | 0.321 | 0.320 | 0.300 | 0.842 | 0.508 | 0.263 | 0.310 | 0.202 | 0.207 | 0.350 | 0.369 | 1.000 | 0.814 | 0.300 | -0.016 | 0.159 |
| cant_cargas_m1 | 0.036 | 0.014 | 0.009 | 0.049 | 0.527 | 0.501 | 0.474 | 0.285 | 0.362 | -0.261 | -0.006 | 0.034 | 0.152 | 0.212 | -0.029 | 0.204 | 0.277 | 0.217 | 0.232 | 0.705 | 0.616 | 0.338 | 0.275 | 0.245 | 0.146 | 0.368 | 0.422 | 0.814 | 1.000 | 0.098 | -0.088 | 0.138 |
| pyp_m1 | -0.011 | 0.059 | -0.036 | -0.019 | 0.131 | 0.179 | 0.068 | 0.058 | 0.101 | -0.068 | -0.066 | -0.025 | -0.068 | 0.065 | 0.040 | 0.081 | 0.077 | 0.041 | 0.022 | 0.231 | 0.058 | -0.020 | 0.018 | 0.044 | 0.005 | 0.020 | -0.010 | 0.300 | 0.098 | 1.000 | 0.059 | 0.082 |
| promo_recarga_m1 | -0.086 | -0.070 | 0.016 | -0.038 | 0.035 | 0.044 | -0.018 | -0.044 | -0.013 | -0.013 | -0.062 | -0.036 | -0.006 | 0.133 | -0.064 | 0.104 | 0.051 | -0.054 | -0.085 | -0.064 | -0.081 | -0.019 | -0.095 | 0.171 | 0.012 | -0.080 | 0.081 | -0.016 | -0.088 | 0.059 | 1.000 | 0.209 |
| dia_sorpresa_m1 | -0.122 | -0.119 | -0.107 | -0.049 | 0.136 | 0.177 | 0.146 | 0.138 | 0.114 | -0.069 | -0.098 | 0.020 | 0.003 | 0.077 | 0.009 | 0.063 | 0.084 | 0.012 | -0.002 | 0.178 | 0.083 | -0.003 | -0.087 | 0.348 | 0.082 | 0.044 | 0.044 | 0.159 | 0.138 | 0.082 | 0.209 | 1.000 |
| region | technology | max_network_voice | month_voice_out_c | paq_bund_m1 | dia_sorpresa_m1 | grupo_edad | paq_datos_m1 | paq_min_m1 | gener | target | pyp_m1 | estado_civil | duration_all_inout_c | promo_recarga_m1 | tipo_m1 | uso_serv_cliente | max_rech | antigued | consumo_granel_m1 | data_usur | band_7 | paq_990_m1 | consumos_voz_m1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| region | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.054 | 0.139 | 0.000 | 0.086 | 0.298 | 0.000 | 0.000 | 0.078 | 0.051 | 0.127 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 |
| technology | 0.000 | 1.000 | 0.770 | 0.000 | 0.101 | 0.000 | 0.235 | 0.247 | 0.000 | 0.087 | 0.069 | 0.063 | 0.000 | 0.000 | 0.000 | 0.127 | 0.170 | 0.329 | 0.065 | 0.433 | 0.371 | 0.979 | 0.382 | 0.006 |
| max_network_voice | 0.000 | 0.770 | 1.000 | 0.000 | 0.071 | 0.000 | 0.348 | 0.295 | 0.000 | 0.084 | 0.000 | 0.069 | 0.000 | 0.000 | 0.000 | 0.100 | 0.217 | 0.503 | 0.053 | 0.511 | 0.339 | 0.287 | 0.390 | 0.000 |
| month_voice_out_c | 0.000 | 0.000 | 0.000 | 1.000 | 0.117 | 0.000 | 0.000 | 0.055 | 0.085 | 0.000 | 0.026 | 0.000 | 0.000 | 0.069 | 0.000 | 0.138 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 |
| paq_bund_m1 | 0.000 | 0.101 | 0.071 | 0.117 | 1.000 | 0.000 | 0.000 | 0.123 | 0.142 | 0.025 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.091 | 0.114 | 0.000 | 0.105 | 0.087 | 0.043 | 0.074 | 0.017 |
| dia_sorpresa_m1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.304 | 0.029 | 0.000 | 0.000 | 0.048 | 0.000 | 0.158 | 0.000 | 0.000 | 0.384 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 |
| grupo_edad | 0.054 | 0.235 | 0.348 | 0.000 | 0.000 | 0.000 | 1.000 | 0.265 | 0.143 | 0.069 | 0.000 | 0.065 | 0.181 | 0.066 | 0.082 | 0.176 | 0.175 | 0.154 | 0.000 | 0.219 | 0.375 | 0.178 | 0.147 | 0.000 |
| paq_datos_m1 | 0.139 | 0.247 | 0.295 | 0.055 | 0.123 | 0.000 | 0.265 | 1.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 0.000 | 0.159 | 0.101 | 0.568 | 0.000 | 0.393 | 0.359 | 0.000 | 0.219 | 0.098 |
| paq_min_m1 | 0.000 | 0.000 | 0.000 | 0.085 | 0.142 | 0.304 | 0.143 | 0.034 | 1.000 | 0.049 | 0.037 | 0.000 | 0.038 | 0.066 | 0.144 | 0.000 | 0.051 | 0.310 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.094 |
| gener | 0.086 | 0.087 | 0.084 | 0.000 | 0.025 | 0.029 | 0.069 | 0.000 | 0.049 | 1.000 | 0.000 | 0.124 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| target | 0.298 | 0.069 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 1.000 | 0.089 | 0.109 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| pyp_m1 | 0.000 | 0.063 | 0.069 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.000 | 0.124 | 0.089 | 1.000 | 0.000 | 0.000 | 0.000 | 0.163 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| estado_civil | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.181 | 0.096 | 0.038 | 0.000 | 0.109 | 0.000 | 1.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.075 | 0.034 | 0.000 | 0.000 | 0.059 | 0.000 | 0.088 |
| duration_all_inout_c | 0.078 | 0.000 | 0.000 | 0.069 | 0.017 | 0.000 | 0.066 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.067 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.081 | 0.019 | 0.056 | 0.007 | 0.000 | 0.059 |
| promo_recarga_m1 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 | 0.158 | 0.082 | 0.000 | 0.144 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.130 | 0.012 | 0.040 | 0.000 | 0.000 | 0.061 | 0.030 |
| tipo_m1 | 0.127 | 0.127 | 0.100 | 0.138 | 0.000 | 0.000 | 0.176 | 0.159 | 0.000 | 0.000 | 0.000 | 0.163 | 0.000 | 0.000 | 0.000 | 1.000 | 0.077 | 0.163 | 0.111 | 0.011 | 0.064 | 0.000 | 0.000 | 0.000 |
| uso_serv_cliente | 0.000 | 0.170 | 0.217 | 0.000 | 0.091 | 0.000 | 0.175 | 0.101 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.077 | 1.000 | 0.053 | 0.093 | 0.115 | 0.119 | 0.117 | 0.000 | 0.081 |
| max_rech | 0.088 | 0.329 | 0.503 | 0.000 | 0.114 | 0.384 | 0.154 | 0.568 | 0.310 | 0.054 | 0.000 | 0.000 | 0.075 | 0.000 | 0.130 | 0.163 | 0.053 | 1.000 | 0.000 | 0.550 | 0.418 | 0.308 | 0.615 | 0.168 |
| antigued | 0.000 | 0.065 | 0.053 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.034 | 0.081 | 0.012 | 0.111 | 0.093 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 |
| consumo_granel_m1 | 0.000 | 0.433 | 0.511 | 0.000 | 0.105 | 0.000 | 0.219 | 0.393 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.040 | 0.011 | 0.115 | 0.550 | 0.000 | 1.000 | 0.455 | 0.216 | 0.502 | 0.196 |
| data_usur | 0.000 | 0.371 | 0.339 | 0.000 | 0.087 | 0.000 | 0.375 | 0.359 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.064 | 0.119 | 0.418 | 0.000 | 0.455 | 1.000 | 0.212 | 0.302 | 0.000 |
| band_7 | 0.037 | 0.979 | 0.287 | 0.000 | 0.043 | 0.000 | 0.178 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.007 | 0.000 | 0.000 | 0.117 | 0.308 | 0.000 | 0.216 | 0.212 | 1.000 | 0.180 | 0.044 |
| paq_990_m1 | 0.000 | 0.382 | 0.390 | 0.000 | 0.074 | 0.019 | 0.147 | 0.219 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.615 | 0.000 | 0.502 | 0.302 | 0.180 | 1.000 | 0.096 |
| consumos_voz_m1 | 0.000 | 0.006 | 0.000 | 0.006 | 0.017 | 0.000 | 0.000 | 0.098 | 0.094 | 0.000 | 0.000 | 0.000 | 0.088 | 0.059 | 0.030 | 0.000 | 0.081 | 0.168 | 0.084 | 0.196 | 0.000 | 0.044 | 0.096 | 1.000 |